Introduction to AI

  • Introduction of AI
  • History  of AI
  • AI Timeline
  • AI Terminologies
  • AI vs ML vs DL vs Gen AI
  • Types of AI
    • Artificial Narrow Intelligence (ANI)
    • Artificial General Intelligence (AGI)
    • Artificial Super Intelligence (ASI)
  • Categories of AI
    • Reactive Machines
    • Limited Memory
    • Theory of Mind
    • Self-Aware AI
  • AI Applications
  • AI Career Paths
  • AI Lifecycle
  • AI Ecosystem
  • Intelligent Agents
  • State Space Representation
  •  AI Ethics & Responsible AI
  •  Explainable AI (XAI)
  • Explainable AI (XAI)
  • AI Safety
  • Future of AI

 Math for AI

Linear Algebra

  • Scalars, Vectors, Matrices
  • Matrix Operations
  • Matrix Multiplication
  • Determinant
  • Inverse
  • Rank
  • Eigenvalues
  • Eigenvectors
  • Singular Value Decomposition (SVD)

Calculus

  • Functions
  • Derivatives
  • Partial Derivatives
  • Chain Rule
  • Gradients
  • Jacobian
  • Hessian

Probability

  • Random Variables
  • Probability Distributions
  • Conditional Probability
  • Bayes Theorem
  • Expectation
  • Variance

Statistics

  • Mean
  • Median
  • Mode
  • Standard Deviation
  • Correlation
  • Covariance
  • Hypothesis Testing
  • Confidence Interval

Optimization

  • Cost Functions
  • Convex Optimization
  • Gradient Descent
  • SGD
  • Mini Batch GD
  • Adam Optimizer

Information Theory

  • Entropy
  • Cross Entropy
  • KL Divergence
  • Mutual Information


Python for AI

Python Basics

  • Variables
  • Data Types
  • Operators
  • Loops
  • Functions
  • Modules
  • File Handling
  • Exception Handling

Advanced Python

  • OOP
  • Decorators
  • Generators
  • Iterators
  • Lambda
  • List Comprehension

Python for AI

  • NumPy
  • Pandas
  • Matplotlib
  • Seaborn
  • Plotly
  • SciPy
Development Environment
  • Jupyter Notebook
  • Google Colab
  • VS Code
  • Virtual Environment
  • Conda
  • pip

5. Databases for AI

SQL

  • MySQL
  • PostgreSQL
  • SQLite

NoSQL

  • MongoDB
  • Redis
  • Cassandra

Vector Databases

  • FAISS
  • ChromaDB
  • Pinecone
  • Weaviate
  • Milvus
  • Qdrant

Data Warehousing

  • Snowflake
  • BigQuery
  • Amazon Redshift

6. AI Libraries & Frameworks

Machine Learning

  • Scikit-learn
  • XGBoost
  • LightGBM
  • CatBoost

Deep Learning

  • TensorFlow
  • Keras
  • PyTorch

NLP

  • NLTK
  • spaCy
  • Hugging Face Transformers
  • Sentence Transformers

Computer Vision

  • OpenCV
  • Pillow
  • Albumentations

MLOps

  • MLflow
  • DVC
  • Weights & Biases 

Data processing

  • Data Collection
  • APIs
  • Web Scraping
  • CSV
  • JSON
  • XML
  • Data Cleaning
  • Data Wrangling
  • Missing Value Handling
  • Duplicate Removal
  • Outlier Detection
  • Feature Scaling
  • Feature Encoding
  • Feature Engineering
  • Data Validation
  • Data Pipelines