Sunday, February 12, 2017

Bayesian Deep Learning and Black Box Variational Inference

Bayesian Deep Learning and Black Box Variational Inference
Stanford University
Department of Statistics

Speaker:  Rajesh Ranganathan, Princeton University

Friday, February 24, 2017 - 3:30pm to 4:30pm

Title: Bayesian Deep Learning and Black Box Variational Inference
 

Abstract:
Scientists and scholars across many fields seek to answer questions in their respective disciplines using large data sets. One approach to answering such questions is to use probabilistic generative models. Generative models help scientists express domain knowledge, uncover hidden
structure, and form predictions. In this talk, I present my work on making generative modeling more expressive and easier to use. First, I present a multi-layer probabilistic model called deep exponential families (DEFs). Deep exponential families uncover coarse-to-fine hidden structure. These models can be used as components of larger models to solve applied problems, such as in recommendation systems or medical diagnosis. Though expressive, DEFs come with an analytical
challenge—scientists need to compute the hidden structure given observed data, i.e., posterior inference. Using classical methods for inference in DEFs is tedious and impractical for
non-experts. Thus, in the second part of the talk, I will describe my work on black box variational inference (BBVI). BBVI is an optimization-based algorithm to approximate the posterior. BBVI expands the reach of variational inference to new models, improves the fidelity of the approximation, and allows for new types of variational inference. We study BBVI in the context of DEFs to fit complex models of text, user behavior data, and medical records. Black box variational
methods make probabilistic generative models and Bayesian deep learning more accessible to the broader scientific community.

Saturday, February 11, 2017

Procedural Content Generation for C++ Game Development

Procedural Content Generation for C++ Game Development


Procedural Content Generation for C++ Game Development
Procedural Content Generation for C++ Game Development

Procedural Content Generation for C++ Game Development
By: Dale Green
Publisher: Packt Publishing
Pub. Date: January 30, 2016
Print ISBN-13: 978-1-78588-671-3
Web ISBN-13: 978-1-78588-635-5
Pages in Print Edition: 304


Overview

Get to know techniques and approaches to procedurally generate game content in C++ using Simple and Fast Multimedia Library

About This Book

This book contains a bespoke Simple and Fast Multimedia Library (SFML) game engine with complete online documentation

Through this book, you’ll create games that are non-predictable and dynamic and have a high replayability factor

Get a breakdown of the key techniques and approaches applied to a real game.

Who This Book Is For

If you are a game developer who is familiar with C++ and is looking to create bigger and more dynamic games, then this book is for you. The book assumes some prior experience with C++, but any intermediate concepts are clarified in detail. No prior experience with SFML is required.

What You Will Learn

Discover the systems and ideology that lie at the heart of procedural systems

Use Random number generation (RNG) with C++ data types to create random but controlled results

Build levels procedurally with randomly located items and events

Create dynamic game objects at runtime

Construct games using a component-based approach

Assemble non-predictable game events and scenarios

Operate procedural generation to create dynamic content fast and easily

Generate game environments for endless replayability

In Detail

Procedural generation is a growing trend in game development. It allows developers to create games that are bigger and more dynamic, giving the games a higher level of replayability. Procedural generation isn’t just one technique, it’s a collection of techniques and approaches that are used together to create dynamic systems and objects. C++ is the industry-standard programming language to write computer games. It’s at the heart of most engines, and is incredibly powerful. SFML is an easy-to-use, cross-platform, and open-source multimedia library. Access to computer hardware is broken into succinct modules, making it a great choice if you want to develop cross-platform games with ease.

Using C++ and SFML technologies, this book will guide you through the techniques and approaches used to generate content procedurally within game development.

Throughout the course of this book, we’ll look at examples of these technologies, starting with setting up a roguelike project using the C++ template. We’ll then move on to using RNG with C++ data types and randomly scattering objects within a game map. We will create simple console examples to implement in a real game by creating unique and randomised game items, dynamic sprites, and effects, and procedurally generating game events. Then we will walk you through generating random game maps. At the end, we will have a retrospective look at the project.

By the end of the book, not only will you have a solid understanding of procedural generation, but you’ll also have a working roguelike game that you will have extended using the examples provided.



SFML

SFML (Simple and Fast Multimedia Library)

SFML is a cross-platform, object-oriented multimedia API, designed to provide a simple application programming interface (API) to various multimedia components in computers, that is written in C++. It provides a simple interface to ease the development of games and multimedia applications with bindings available for C, Crystal, D, Euphoria, Go, Java, Julia, .NET, Nim, OCaml, Python, Ruby, and Rust.



Mastering React Native

Mastering React Native

React Native is a library for creating mobile applications using familiar web technologies without sacrificing performance or the look and feel typically associated with fully native applications. It is built on top of Facebook’s open source JavaScript library, React, and indeed, iOS and Android applications created using the library are primarily written in JavaScript. Because one does not need to learn new languages, ecosystems, and best practices for each platform they work on, React Native is pushing the boundaries of what is possible for React developers.  In this book, we will look at the fundamental concepts of React and React Native, as well as the libraries and tools within the React Native ecosystem. We will also work towards the more practical goal of creating a complete React Native application. Finally, we’ll dig into useful and complex React Native concepts such as animation, navigation, native modules, testing and performance analysis. Upon turning over the last page of this book, you’ll be armed with the knowledge to create polished, sophisticated mobile applications using React Native.

Mastering React Native

React Native is a library for creating mobile applications using familiar web technologies without sacrificing performance or the look and feel typically associated with fully native applications. It is built on top of Facebook’s open source JavaScript library, React, and indeed, iOS and Android applications created using the library are primarily written in JavaScript. Because one does not need to learn new languages, ecosystems, and best practices for each platform they work on, React Native is pushing the boundaries of what is possible for React developers.

In this book, we will look at the fundamental concepts of React and React Native, as well as the libraries and tools within the React Native ecosystem. We will also work towards the more practical goal of creating a complete React Native application. Finally, we’ll dig into useful and complex React Native concepts such as animation, navigation, native modules, testing and performance analysis. Upon turning over the last page of this book, you’ll be armed with the knowledge to create polished, sophisticated mobile applications using React Native.

Mastering React Native

  • By: Eric Masiello; Jacob Friedmann
  • Publisher: Packt Publishing
  • Pub. Date:
  • Web ISBN-13: 978-1-78588-979-0
  • Print ISBN-13: 978-1-78588-578-5
  • Pages in Print Edition: 496

Effective C# - 50 Specific Ways to Improve Your C#

Effective C# - 50 Specific Ways to Improve Your C#




Effective C#: 50 Specific Ways to Improve Your C#, Third Edition

  • By: Bill Wagner
  • Publisher: Addison-Wesley Professional
  • Pub. Date:
  • Web ISBN-13: 978-0-13-457929-0
  • Web ISBN-10: 0-13-457929-1
  • Print ISBN-13: 978-0-672-33787-1
  • Print ISBN-10: 0-672-33787-8
  • Pages in Print Edition: 288

Understanding Tabular Mode

Understanding Tabular Mode
[source: Tabular Modeling with SQL Server 2016 Analysis Services Cookbook, By: Derek Wilson,
Publisher: Packt Publishing, Pub. Date: January 30, 2017, ISBN-13: 978-1-78646-861-1]


Microsoft SQL Server Analysis Services can be deployed in two ways, multidimensional mode or tabular mode. Tabular mode is the newest way to build and deploy BI solutions and it requires installation of the Analysis Services engine in Tabular mode within your SQL Server Installation. Once installed you design and build Tabular models in SQL Server Data Tools (SSDT). SSDT is installed inside Visual Studio and allows for a complete development experience within a single tool. You can design, build, and refactor your database solutions. When development is complete you deploy from your desktop SSDT solution to the Tabular model server. Once deployed your users are able to connect to the models and can explore and leverage the data.

Tabular models are deployed in memory or in DirectQuery mode and deliver fast access to the data from a variety of client tools.

Friday, February 10, 2017

How to become a polyglot programmer?

How to become a polyglot programmer?
[source: .NET Design Patterns, By: Praseed Pai; Shine Xavier, Publisher: Packt Publishing, Pub. Date: January 31, 2017, ISBN-13: 978-1-78646-615-0]

From a programming paradigm perspective, there are only three types of programming languages in this world, which are as follows:

    Functional languages (based on lambda calculus)
    Logic languages (based on predicate logic)
    Imperative languages (based on Turing machines)

To be a contemporary developer, one needs to master a couple of languages from each family. To be competent in FP, the language options available are F#, Clojure, and Scala. The logic programming languages are Prolog and Datalog. Learning them will help on improving design skills, especially in building hierarchical data structures. The type inference algorithm available with F#, Scala, and C# uses the unification algorithm, which forms the backbone of the Prolog language. Thus, understanding the Prolog machine model helps you to appreciate and exploit the rich type systems available with the modern programming languages. Most of the popular languages are imperative in nature, and mastering a couple of object/functional languages (such as C#, Java 8, and Scala) really helps. Once you learn a representative language from each of the aforementioned families, you have made the cognitive leap to understanding every programming language ever created or going to be created in the near future!

Friday, February 3, 2017

Crystal CG

Crystal CG
What is Crystal CG?

CGI

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Animation

With skillful manipulation of cameras, our animations effectively interpret the design concept and philosophy to create impressive visual impact. We encourage creative inspiration from our staff, who discover new ways of using advancements in technology to best serve our client's needs.

Digital Scene

As an example of Crystal CG's commitment to innovation, we've created vivid scenes with lively activity while avoiding the complexity and cost to our clients by leaving the viewpoint stationary.

Virtual Reality

Our virtual reality, or VR rendering engine, provides the viewer with the incredible feeling of interacting within the scene. A computer simulation of a realistic but imaginary world, allows our client's audience to virtually experience all of the many attributes and dimensions of their project.




Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.
Crystal CG


Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

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Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

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Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.

Crystal CG has the perfect combination of creativity and technological superiority, with harmonious integration of the digital world and the arts. We deliver compelling visual experiences with every delicate detail.