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AI and Data Science
Mathematic Foundation
Linear Algebra
Calculus
Probability and Statistics
Discrete Mathematics
Optimization
Information Theory
Programming Languages
Python
R Programming Language
SQL
C/C++
Java
Julia
Data Analytics and Charting
Pandas Library
Numpy Library
Matplotlib Library
Seaborn Library
Data Wrangling
Data Cleaning
Machine Learning
Supervised Learning
Unsupervised Learning
Reinforcement Learning
Natural Language Processing
Deep Learning
Ensemble Methods
Big Data Technologies
Hadoop
Spark
Kafka
Hive
Pig
Cassandra
Data Science Tools
Jupyter Notebooks
Anaconda
TensorFlow
PyTorch
Scikit-Learn
Tableau
AI Technologies
Natural Language Processing
Computer Vision
Robotics
Speech Recognition
Neural Networks
Genetic Algorithms
Database Knowledge
SQL Databases
NoSQL Databases
Database Design
Database Management
Big Data Storage
Data Warehousing
Cloud Computing Platforms
Google Cloud
Amazon Web Services (AWS)
Microsoft Azure
IBM Cloud
Oracle Cloud
Salesforce Cloud
Data Privacy and Ethics
GDPR Regulations
Data Anonymization
Bias in Machine Learning
Ethical AI
Data Security
Cybersecurity
Soft Skills
Communication Skills
Data Storytelling
Teamwork
Problem-Solving Skills
Creativity Skills
Knowledge of Business Tactics
Updating on AI & DS
Artificial General Intelligence
Explainable AI
Quantum Computing
Automated Machine Learning
Cybersecurity trends in AI & DS
Blockchain in AI & DS
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For detailed explanations and theory, visit the
Complete AIDS Roadmap Notes
.