Who should join?

If you are interested in learning the fundamentals of programming through a self paced course, you should sign up for this program.

Course Content

• Programming fundamentals
• Practicing in Python
• Data structures
• Object Oriented Programming
• Sending Emails with Python
• Introduction to using APIs
• Muti Threading & into to Async programming
• Introduction to Jupyter Notebooks & Google Collaboratory
• Data & File Handling
  • Working with .csv | Tabular Data | pools of data
  • Accessing, Reading Writing, Re-writing
  • Loading in runtime with variables
• Data Operations
  • Introduction to Numpy, Pandas
  • Sort
  • Search
  • Filter
  • Restructuring
  • Re-indexing
• Data Visualisation
  • Introduction to Plotly and matplotlib
    • Graph & Plots
    • Bar Chart
    • Pie Chart
    • Heat Map
    • Histogram
    • Scatter plot
• Introduction to Machine Learning
• Learning of Features – Machine Learning
• ML vs traditional conditional programming
• Machine Learning terminology
  • Classification
  • Regression
  • Clustering
• Types of Machine Learning
  • Supervised
  • Un-Supervised
  • Semi-Supervised
  • Reinforcement Learning
  • Ensemble Learning- Multiple ML algorithms
• Machine Learning Prcecess
  • Thinking like a ML scientist
• Datasets
  • Data Sources- how to get data
• Features
  • Identifying revant features
  • Preparing data
    • Feature extraction
    • Normalisation
    • Batch standardisation

Data Augmentation

• Machine Learning Models
  • Model Types
    • Classical ML
      • Regression
        • Linear
        • Logistic
      • Random forest
      • Decision Tree
      • Markov Model
    • Deep Learning
      • Perceptron
      • Computer Vision
        • Layers
          • Convolution Layers
          • Pooling Layers and types
          • Flatten Layers
          • Dense/fully connected Layers Natural Language
          • Vector Maps
          • Work Ecodings
          • Language models
            • Transformers

Carried out through

• Assignments
• Quizzes
• Projects