This course will introduce you to a very exciting and highly popular Machine Learning. You'll get applied experience in major areas of Machine Learning which include Prediction, Classification, Clustering and Information Retrieval. Learn to analyze large & complex datasets, build systems that adapt and improve over a period of time, and develop smart applications to make predictions from data.
Importance of Python
Describe the basics of the Python programming language
Install Python and write your first program
Use variables and constants to store, retrieve and calculate information
Utilize core programming tools such as functions and loops
Accomplish multi-step tasks like sorting or looping using tuples
Create programs that are able to read and write data from files
Store data as key/value pairs using Python dictionaries
Using Scikit Learn in Machine Learning Techniques like Regression, Classification, Clustering, Recommender Systems
Doing basic project in Python
Select and process the data
Process data using Graphs Library in Python
Creating capstone project on Machine Learning using TensorFlow in Python
Usage of Python Libraries
Live Classes
Course Walkthrough
Overview to Machine Learning
Artificial Intelligence Vs Machine Learning Vs Deep Learning
Machine Learning: Python Libraries
Supervised Vs. Unsupervised Learning
Module Quiz: Machine Learning Overview
Introduction to Regression
Various Regression Techniques: Linear, Polynomial, Stepwise, Ridge, Lasso and ElasticNet
Linear Regression using Python
Linear Regression Techniques: Slopes And Intercept
Linear Regression using SKLEARN Coding
Demo Machine Code: Linear Regression using SKLEARN Coding
Demo Code Explaination: Linear Regression using SKLEARN Coding
Errors in Linear Techniques
R-Squared or Coefficient of Determination
Multiple Linear Regression (MLR)
Polynomial Vs. Non Linear Regression
Module Quiz: Regression in Python
Introduction to Classification
K-Nearest Neighbor(KNN) Algorithm for Machine Learning Introduction
Working with K-Nearest Neighbor(KNN) Algorithm for Machine Learning
Evaluation Metrics for Classification
Machine Learning Decision Tree Classification Algorithm
Support Vector Machine (SVM) Algorithm in Machine Learning
Machine Learning Random Forest Algorithm
Module Quiz: Classification
Clustering Algorithms in Machine Learning
Clustering Vs Classifications: Machine Learning
K means Clustering - Introduction
Module Quiz: Clusterin in Machine Learning
Understanding Recommender Systems in Machine Learning
Content-based Filtering: Recommendation Systems
Collaborative Filtering: Recommendation Systems
Module Quiz: Recommender Systems in Machine Learning
Introduction to the Project: Guess Game
Project Implementation: Undestanding the Concepts to Build Guess Game
Proejct Code: Guess Game Using Python
Understanding Python Libraries
Three-dimensional Plotting in Python using Matplotlib
Tri-Surface Plot in Python using Matplotli
Professional 3D Plotting in Matplotlib - 3D Plot Game
Understanding Machine Learning Concepts
Flowcharts - Problem Solving with Python
Deep Learning: Training and Testing the Network with Tensorflow and Keras
Tensorflow and Keras For Neural Networks and Deep Learning
Final Certification Quiz; Complete Course
Machine Learning Final Assignment
Machine Learning Live Class with Google Expert
Logistic Regression for Malignancy Prediction in Cancer (Breast Cancer)
Spam Mail Prediction using Machine Learning with Python
Personal Assistant
Weather recommendation system
Understanding Machine Learning Workflow
Decoding Model Selection for Machine Learning
Understanding Overfitting in Machine Learning
Understanding Underfitting in Machine Learning
Understanding the Bias-Variance Tradeoff
Introduction to Dimensionality Reduction for Machine Learning
Gradient Descent algorithm and its Variants
Hands-On-Guide To Machine Learning Model Deployment Using Flask
GitHub Tutorial and Profile Buidling
$353.24
₹27,150.00
Lifetime Video Access
Certificate of Completion
Approx. 3 Months to Complete
Live Classes
Quizzes and Assignments
No Prior Experience Required
Top 50 Interview Question
Resume Building
