By Pascal Bugnion, Arun Manivannan, Patrick R. Nicolas
Scala might be a helpful software to have to be had in the course of your facts technology trip for every little thing from info cleansing to state-of-the-art computer learning
About This Book
- Build info technological know-how and information engineering strategies with ease
- An in-depth examine every one degree of the information research approach — from examining and amassing info to dispensed analytics
- Explore a huge number of info processing, desktop studying, and genetic algorithms via diagrams, mathematical formulations, and resource code
Who This ebook Is For
This studying course is ideal if you are ok with Scala programming and now are looking to input the sector of knowledge technology. a few wisdom of records is expected.
What you'll Learn
- Transfer and filter out tabular facts to extract positive factors for computer learning
- Read, fresh, rework, and write info to either SQL and NoSQL databases
- Load facts from HDFS and HIVE with ease
- Run streaming and graph analytics in Spark for exploratory analysis
- Bundle and scale up Spark jobs by way of deploying them right into a number of cluster managers
- Build dynamic workflows for medical computing
- Leverage open resource libraries to extract styles from time series
- Master probabilistic types for sequential data
Scala is principally sturdy for examining huge units of knowledge because the scale of the duty does not have any major influence on functionality. Scala's robust sensible libraries can engage with databases and construct scalable frameworks — leading to the production of sturdy information pipelines.
The first module introduces you to Scala libraries to ingest, shop, control, procedure, and visualize information. utilizing genuine global examples, you'll methods to layout scalable structure to procedure and version info — ranging from easy concurrency constructs and progressing to actor platforms and Apache Spark. After this, additionally, you will how to construct interactive visualizations with internet frameworks.
Once you will have familiarize yourself with the entire projects fascinated by info technology, you are going to discover information analytics with Scala within the moment module. you will see how Scala can be utilized to make feel of information via effortless to persist with recipes. you are going to know about Bokeh bindings for exploratory information research and integral computer studying with algorithms with Spark ML library. you will get a adequate figuring out of Spark streaming, laptop studying for streaming facts, and Spark graphX.
Armed with an organization realizing of knowledge research, you'll be able to discover the main state-of-the-art point of knowledge technological know-how — computing device studying. the ultimate module teaches you the A to Z of computing device studying with Scala. you are going to discover Scala for dependency injections and implicits, that are used to write down laptop studying algorithms. you are going to additionally discover desktop studying subject matters comparable to clustering, dimentionality aid, Naive Bayes, Regression types, SVMs, neural networks, and more.
This studying direction combines the very best that Packt has to provide into one whole, curated package deal. It contains content material from the next Packt products:
- Scala for info technology, Pascal Bugnion
- Scala information research Cookbook, Arun Manivannan
- Scala for laptop studying, Patrick R. Nicolas
Style and approach
A whole package deal with all of the info essential to begin construction worthwhile information engineering and information technological know-how options instantly. It includes a assorted set of recipes that hide the entire spectrum of attention-grabbing info research initiatives and may assist you revolutionize your information research talents utilizing Scala.
Read or Download Scala: Guide for Data Science Professionals PDF
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