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Course Overview

Courses Overview

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About Course

Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the industry’s standard dummy text ever since the 1500s, when an unknown printer took a galley of type and scrambled it to make a type specimen book. It has survived not only five centuries, but also the leap into electronic typesetting, remaining essentially unchanged. It was popularised in the 1960s with the release of Letraset sheets containing Lorem Ipsum passages, and more recently with desktop publishing software like Aldus PageMaker including versions of Lorem Ipsum.

COURSE SYLLABUS

  • History of Artificial Intelligence (AI)
  • Five domains of AI
  • Why AI now?
  • Limitation of AI.
  • Machine Learning Primer
  • Machine Learning core concepts, scalable algorithms, project workflow.
  • Objective Functions and Regularization
  •  Understanding Objective Function of ML Algorithms
  • Metrics, Evaluation Methods and Optimizers
  • Popular Metrics in Detail: R2 Score, RMSE, Cross Entropy, Precision, Recall, F1 Score, ROC-AUC, SGD, ADAM
  • Artificial Neural Network
  •  ANN in detail, Forward Pass and Back Propagation
  •  Machine Learning Vs Deep Learning
  • Core difference b/w ML and DL from implementation perspective
  • Python Programming Primer
  • Installing Python, Programming Basics, Native Data types
  •  Class, Inheritance and Magic Functions
  •  Python Classes, Inheritance Concepts, Magic Functions
  • Special Functions in Python
  • Overview, Array, selecting data, Slicing, Iterating, Array Manipulations, Stacking, Splitting arrays, Key functions
  • Decorators and Special Functions
  • Decorators implementation with class
  • Context Manager ‘with’ in Python
  • Context Manager Application
  • Exception Handling
  • Try and Catch block

Course Content

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