June 2017
Beginner to intermediate
349 pages
8h 34m
English
Content preview from Agile Data Science 2.0Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
Index
Symbols
- 538 regression, The Role of Predictions
- {% %} tags, Rendering HTML5 with Jinja2
- {{ }}tags, Rendering HTML5 with Jinja2
A
- actions, Climb up and down the data-value pyramid
- ADS tools
- collecting data, Collecting Data
- data processing flow, Agile Data Science Data Processing-Agile Data Science Data Processing
- data processing with Spark, Data Processing with Spark-Processing data with Spark
- distributed streams with Kafka, Distributed Streams with Apache Kafka-Kafka in Python with kafka-python
- EC2 environment setup, EC2 Environment Setup-Downloading the Data
- getting and running code examples, Getting and Running the Code
- lightweight web applications, Lightweight Web Applications-Displaying executives in Flask
- local environment setup, Local Environment Setup-Downloading the Data
- machine learning with scikit-learn, Machine Learning with scikit-learn and Spark MLlib, Building a Regression with scikit-learn
- machine learning with Spark MLlib, Machine Learning with scikit-learn and Spark MLlib
- presenting data, Presenting Our Data-Visualizing data with D3.js
- processing streams with PySpark, Processing Streams with PySpark Streaming-Processing Streams with PySpark Streaming
- publishing data with MongoDB, Publishing Data with MongoDB-Pushing data to MongoDB from PySpark
- Python considerations, Python 3-Jupyter notebooks
- scalability considerations, Scalability = Simplicity
- scheduling with Apache Airflow, Scheduling with Apache Airflow (Incubating)-The power of Airflow
- searching data with Elasticsearch, Searching ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.