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Uncle Steve's Big List of Analytics and AI Resources

A curated list of ✨ awesome ✨ resources for learning about data analytics, machine learning, artificial intelligence, and big data.

Table of Contents

Books

Popular Press Books

Podcasts

Newsletters

Overviews

Data Analytics

AI

Deep Learning

Case Studies, Use Cases, Blogs, Papers

Learning Analytics, Educational Data Mining

Human Resources Analytics

Government

Sports

Predictive Maintenance

Disaster Relief

Finance, Trading, and Investing

Credit Risk

Agriculture

Marketing

Data Analytics Process

Data Exploration, Visualization, and Dashboards

Data Engineering

Statistics

Data Cleaning

Imbalanced Data

Feature Engineering

Classification Metrics

Cross Validation

Bias/Variance

Outlier Detection

Parameter Tuning

Production

Misc

Algorithms and Techniques

Clustering

Regression

Decision Trees

Neural Networks and Deep Learning

Naive Bayes

Support Vector Machines

Association Rule Mining

Recommender Systems

RFM Analysis

Ensemble

Social Network Analysis/Graphs

Reinforcement Learning

Logistic Regression

APIs, Libraries, Tools

R Learning Resources

Python Learning Resources

SQL Resources

Weka Resources

Apache Spark

Spark Books
Spark Courses
Spark Conferences
Spark Articles/Blogs/Videos

H20

Big Data

Blockchain

NoSQL

MapReduce

Courses

Datasets

Career and Industry

Misc

About

Resources for data mining, data analytics, and big data

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