Silent code on leaves,
Knowledge blooms with each page turned,
Data whispers truth.
This is a collection of the main books I use for studying. Enjoy!
Mathematics
Calculus
- Precalculus - Mathematics for Calculus
- Calculus - Early Transcendentals
- Calculus All-in-One for Dummies
Linear Algebra
- Linear Algebra Done Right
- Practical Linear Algebra for Data Science
- Introduction to Applied Linear Algebra
Statistics
- Introduction to Statistical Learning
- Introduction to Probability, Statistics, and Random Processes
- All of Statistics
- Practical Statistics for Data Scientists
- The Elements of Statistical Learning
- Think Stats
- The Basic Practice of Statistics
- Statistics for Dummies
- Probabilidade - Um Curso Moderno com Aplicações
- Descriptive Statistics
- Introductory Statistics
- A Modern Introduction to Probability and Statistics
Data Science
- Data Science from Scratch
- Python Data Science Handbook
- Algorithms for Data Science
- Storytelling with Data
- Think like a Data Scientist
R
Data Analysis
Machine Learning
- Hands-on: Machine Learning using Scikit-Learn and Tensorflow
- Automated Machine Learning
- Thoughtful Machine Learning with Python
- PyTorch Pocket Reference
- Programming PyTorch for Deep Learning
- Machine Learning with Python Cookbook
- Hands-on: Unsupervised Learning
- Pattern Recognition and Machine Learning
ML Ops
Natural Language Processing — NLP
- Natural Language Processing with Python
- Real World Natural Language Processing
- Natural Language Processing with PyTorch
Time Series
- Time Series Forecasting in Python
- Practical Time Series Analysis
- Forecasting: Principles and Practice
- Demand Forecasting for Inventory Control
Data Engineering
- Agile Data Science
- Data Pipelines Pocket Reference
- Fundamentals of Data Engineering
- Designing Data Intensive Applications
Apache Airflow, Spark and Hadoop
- Learning Apache Spark with Python
- Spark for Data Science
- Data Pipelines with Airflow
- Hadoop - The Definitive Guide
Cloud Computing
SQL
Docker and Kubernetes
Software Engineering
Operational Systems
C-Sharp
- Introduction to Development of Web Application using ASP.NET and MVC Architecture
- ASP.NET Core in Action