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Machine Learning Bootcamp with Python

Complete understanding of the Python, Data visualization and Statistics needed for data mining and Machine Learning concepts, hands on model development training.

Duration: 2 months

  • Introduction to python and data science and applications.
  • Data Types, Operators and Operands.
  • Flow Control Statements and Functions
  • Lambdas and List Comprehensions
  • Object-Oriented Programming
  • Exception Handling Assertions and Logging
  • Files Handling
  • Hands on Exercise + Assignment

  • Need for statistics and important statistical tests.
  • Descriptive Statistics
  • Probability
  • Univariate analysis
  • Bivariate analysis
  • Numpy Array operations
  • Working with Pandas
  • Pandas operations on Dataframes
  • Hands on Exercise + Assignment

  • Introduction Data VIsualization with Python.
  • Working with Matplotlib
  • Optimizing visualizations with Seaborn
  • Project - 1
  • Project - 2

  • Linear Algebra
  • Linear Regression
  • Linear Regression - Bias Variance Trade-Off
  • Logistic Regression
  • Hands on project
  • Assignment solution explanation

  • K-Nearest Neighbours
  • Decision Tree and Random Forest Implementation
  • Support Vector Machine
  • K-Means Clustering
  • Hands on project and assignment

  • Bagging, Boosting and XG Boost

  • Principal Component Analysis
  • K-means algorithms
  • Hierarchical Clustering
  • Anomaly Detection

  • Regularization
  • Cross-Validation
  • Bootstrap Sampling
  • ROC and AUC
  • Hands on Project - 1
  • Industry Project - 1
  • Project Analysis
₹ 12,000
(40% off Rs. 20,000 )
  • 6 Projects
  • 1 Industrial Projects
  • Course Certification
  • Internship Certification
  • Placement and Internship Assistance
  • Interview Preparation
  • Dedicated online group with mentor
  • Project mentorship with industry professionals