Data Science Handbook

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Databases

• Data Stores

• Data Types

• Distributed Storage

• In-Memory Data Stores

• NoSQL

• Relational Databases

Data Preprocessing

• Data Prep

• Dimensionality Reduction

Big Data

• Apache Spark

• Hadoop

Deep Learning

• Concepts

• Autoencoders

• Convolution Neural Networks

• Object Detection

• Recurrent Neural Networks

• Reinforcement Learning

Machine Learning

• Concepts

• A/B Tests

• Algorithms

• Clustering

• Feature Selection

• Metrics

ML Engineering

• Docker

• Feature Store

• Infrastructure

• Kubernetes

• Networking

• MLOps

Natural Language Processing

• Concepts

• Embeddings

• Sequence Modeling

• Topic Modeling

• Transformers

Recommendation Engines

• Algorithms

• Approximate Nearest Neighbors

• Deep Learning

• Metrics

Search and Ranking

• Search

• Learn to Rank

Software Engineering

• Algorithms & Data Structures

• DevOps

• Leetcode

• Python Basics

• System Design

Statistics

• Statistics

Note This site is actively being updated with resources and reference. Stay tuned for more updated. Also, please feel free to contribute to the project by submitting a pull-request with any edits or additions.