JULIA AND SCALA PROGRAMMING UNLEASHED: A STEP BEYOND THE BASICS FOR INTERMEDIATE CODERS - 2 BOOKS IN 1 by JP PETERSON
English | May 31, 2024 | ISBN: N/A | ASIN: B0D5VJ3TXJ | 383 pages | EPUB | 0.22 Mb
Julia Programming Unleashed: A Step Beyond the Basics for Intermediate Coders
Take your Julia programming skills to the next level with "Julia Programming Unleashed: A Step Beyond the Basics for Intermediate Coders." This advanced guide is designed for those who are already familiar with the fundamentals of Julia and are eager to explore its more sophisticated capabilities in data science, machine learning, and high-performance computing.
Building on the foundation of Julia's syntax and core concepts, this book delves deep into practical applications and real-world projects that will sharpen your coding skills and elevate your proficiency with Julia. Whether you're an intermediate coder or an aspiring data scientist, this book is your ticket to unlocking the true potential of Julia.
What You'll Explore:
1. Advanced Data Manipulation: Go beyond the basics of DataFrames.jl and delve into advanced data manipulation techniques. Learn to efficiently clean, reshape, and preprocess data for complex analytical tasks.
2. Machine Learning Mastery: Dive into the world of machine learning with Julia. Develop a deep understanding of ScikitLearn.jl and Flux.jl to build, train, and optimize powerful machine learning models.
3. Parallel and High-Performance Computing: Harness the incredible speed and performance of Julia for parallel and distributed computing. Explore multithreading, multiprocessing, and GPU acceleration for lightning-fast data processing.
4. Optimization and Numerical Computing: Learn how Julia excels in numerical computing and optimization tasks. Solve complex mathematical problems, perform simulations, and optimize algorithms with ease.
5. Domain-Specific Libraries: Explore domain-specific Julia libraries and packages tailored for various industries, from finance to scientific research. Discover how Julia is revolutionizing fields beyond data science.
6. Real-World Projects: Put your newfound skills to the test with hands-on projects that tackle real-world challenges. From optimizing financial models to simulating scientific experiments, you'll gain practical experience.
"Scala Uncovered: An Intermediate Programmer's Handbook"
## What You'll Discover Inside:
### 1. Advanced Concepts Made Accessible:
- Dive into advanced Scala features such as type classes, implicit conversions, and pattern matching, and learn how to apply them in real-world scenarios.
- Explore metaprogramming with macros and see how it can dramatically reduce boilerplate code in your projects.
### 2. Functional Programming Mastery:
- Harness the power of monads, functors, and applicative functors for clean, error-resistant code.
- Discover functional libraries like Scalaz and Cats to streamline your code and enhance your understanding of functional programming concepts.
### 3. Concurrency and Distributed Systems:
- Explore the world of concurrent programming with Akka, a toolkit for building highly scalable and fault-tolerant systems.
- Learn how Akka Cluster can help you create distributed, highly available applications.
### 4. Shapeless and Generic Programming:
- Dive into Shapeless and leverage its capabilities for generic programming and automatic type class derivation.
- Write code that's more flexible and reusable with Shapeless's advanced features.
### 5. Master Traits, Self Types, and More:
- Gain a deep understanding of advanced traits and self types to structure your code effectively and enforce design constraints.
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