Instructor

mjgadmin

Machine Learning

8 Weeks

All levels

65 lessons

0 quizzes

17245 students

Overview
Curriculum
Instructor

Certificate Program in
Machine Learning

1. Overview:
– Machine Learning (ML) allows computers to learn patterns and make decisions without explicit programming.

2. Learning Types:
– Supervised Learning: Trains models on labeled data to predict outcomes.
– Unsupervised Learning: Extracts patterns from unlabeled data.
– Reinforcement Learning: Trains agents to maximize rewards through interaction with environments.

3. Applications Across Domains:
– Image and speech recognition.
– Medical diagnosis and treatment planning.
– Financial forecasting and risk management.

4. Benefits of ML:
– Iterative nature allows continuous improvement and adaptation.
– Provides potential for innovation and automation.

5. Future Outlook:
– Growing data availability enhances ML potential.
– Drives advancements across various industries.

September 2024 Program Start Day

8 Weeks Duration

Mentor Led Mode of learning

31st August 2024 Application Deadline

Tools Covered

Course Curriculum

Induction Class

Introduction & Installation of Python
Background, Need & Importance
Writing First Program
I/O in Python
Programming Elements
Keywords & Variables

Data Types And Operations

Data Types – Numbers & Strings
Operations in Python
Hands-on Implementation

Conditions & Loops

Indentation & Scopes
If else & Elif Blocks
Introduction to Loops
For & While Loops
Break & Continue Statements

Data Structures

Lists, Tuples, Sets
Dictionaries
CRUD Operations on Data Structures
Building Rock Paper Scissors with Console

Functions & Exception Handling

Introduction to Function
Positional & Keyword Arguments
Return Statements
Try, Catch & Finally Block

Add-On Topics

File Handling – I/O
Numpy Arrays
Case Studies

Machine Learning Basics

Understanding Prediction System
Machine Learning vs Deep Learning
Forms of ML – Supervised & Unsupervised
Regression & Classification

Linear Regression

Sklearn Library
Prediction Pipeline
Architecture of Linear Regression
Best Fit Line & Prediction

Logistic Regression

Regression vs Classification
Logistic Regression’s Architecture
Binary vs Multiclass Data

Evaluation Metrics

Loss Functions – RMSE, MSE, MAE
Accuracy – Pros & Cons
Confusion Metrics
Precision, Recall & F1 Score

KNN & SVM

Hyperplanes & Support Vectors
Architecture of SVM Classifiers
K-Nearest Neighbors Classifiers
Accuracy Comparisons

Decision Tree & Ensemble Learning

Tree-Based Models
Bagging & Boosting
Concept of Ensemble Models
Random Forest Classifiers
Problem Statements
Wine Quality Prediction
Diabetes Prediction
House Price Prediction
Titanic Dataset

Unsupervised Learning-1

Need of Unsupervised Learning
K-Means Clustering
Training Kmeans

Unsupervised Learning-2

Mean Shifting Clustering
K-Means vs Mean Shift Clustering
Industrial Use Cases of Unsupervised Learning

Add-On Topics

Hyperparameter Tuning
Grid Search CV & Randomized Search CV
Best Estimators & Best Params

Support

Tricks & Tips to Clear Interview Questions
Most Preferred Interview Questions
Resume Preparation & Cover Letter

Application Process

An easy but thorough process to help you learn important skills that will boost your career.

Step 1
Application Submission:

Complete and review the form before submission. A meticulously filled out application aids us in evaluating your educational objectives and facilitates your seamless enrollment into the program.

Step 2
Offer Letter Receipt:

Upon successful application, you will receive an offer letter to enroll, encapsulating comprehensive details about the program, the associated fee structure, an the payment schedule.

Step 3
Block Your Seat:

Secure your seat by making a nominal payment to confirm your acceptance into the program.

Offering Course Programs

Personalized Self-Program

₹4500/-

30+ hours of exclusive video lessons.
2 minor projects + 1 Capstone project
6 months LMS access
Selected interview questions
Handy PDF study materials
Tailored CV-making tips
Course completion certificate from My Job Grow
Project completion certificate from our esteemed co-partnered company
Co-branded certificate with IIT

Hybrid Program (Trainer + Self)

₹5500/-

8 hours of live classes with real-time doubt solving
30+ hours of exclusive video lessons
3 minor projects + 1 Capstone project
6 months LMS access
Selected interview questions
Handy PDF study materials
Tailored CV-making tips for ATS
Course completion certificates & Letter of Recommendation (LOR)
Project completion certificate
Co-branded certificate with IIT

Trainer Led live Program