Training – Machine Learning

Machine Learning Training – Rs.20000 (150$)

Course Duration: 5 Weeks

Timing: Monday to Friday, 7:00PM to 9:00PM

Location: G-11 Markaz, Islamabad

Training Content:

WEEK 1

  • Introduction to AI and Machine learning
  • Maths for AI/ML
  • Statistics and probability for AI
  • Installation of anaconda/jupyter notebook
  • Python for Data science

WEEK 2

  • Data pre processing
  • Supervised machine learning
  • Linear regression
  • Gradient decent
  • Numpy
  • Pandas
  • Regularization
  • Multi variable linear regression
  • Polynomial regression
  • Project 1
  • Classification
  • Logistic regression

WEEK 3

  • Support vector machine(SVM)
  • Decision tress
  • Decision forests
  • k-Nearest Neighbors(K-NN)
  • Intro to neural networks
  • Intro to deep learning
  • Un-supervised learning
  • K-means clustering

WEEK 4

  • Dimensional Reduction
  • Anomaly detection
  • Reinforcement learning
  • Advice to apply ML algorithms
  • Project 2

WEEK 5

  • Applications of ML
  • NLP