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Python ML Classification Projects

Accelerate your Career

Build hands-on Python machine learning classification projects. Learn algorithms, data preprocessing, and model evaluation for real-world applications.

4 Modules
with Certifications
5:06 Hours
of Recorded Content
5.0 Ratings
by 2340 Learners
English
Language
Paid Course
Get this Course @ ₹799
2340 enrolled in this course
About Curriculum Key Features Certificate Testimony FAQs

Python ML Classification Projects

Python ML Classification Projects is an Explorer-level course designed to provide practical experience in developing supervised machine learning solutions using Python. Starting with the fundamentals of model training and evaluation, learners progress through a variety of real-world classification problems including loan prediction, fraud detection, healthcare diagnostics, sentiment analysis, and fake news detection. By working on multiple domain-specific projects, participants gain the confidence to build, evaluate, and deploy predictive models while strengthening their machine learning portfolio with practical implementations.
MASTERING THE DATA SCIENCE LIFECYCLE

Comprehensive Syllabus Outline

A comprehensive curriculum designed to take you from beginner to professional.

M1

Module 1 — Machine Learning Workflow and Model Evaluation

Training, Testing and Evaluating Machine Learning Models

M2

Module 2 — Classification Projects

Rainfall Prediction using Classification Algorithms
Loan Approval Status Prediction using Machine Learning
Titanic Survival Prediction using Classification Models
Credit Card Fraud Detection using Machine Learning

M3

Module 3 — Healthcare Prediction Projects

Heart Disease Prediction using Machine Learning Models
Diabetes Prediction using Machine Learning Techniques
Breast Cancer Classification using Predictive Analytics

M4

Module 4 — Applied Classification Projects

Wine Quality Classification using Machine Learning Algorithms
Sentiment Analysis using Natural Language Processing
Fake News Detection using Text Classification Models

Capstone Project

Production-Grade ML Classification Portfolio

Synthesize your training by building, tuning, and verifying a multi-domain suite of classification engines. You will package these models into a deployable portfolio designed to demonstrate deep technical competency to recruiters.

Rainfall Forecasting Model utilizing historical meteorological data.
PROJECT

Rainfall Forecasting Model utilizing historical meteorological data.

Access hands-on simulation modules to master production level engineering challenges.

Loan Approval Risk Model optimized for high precision and fair credit evaluation.
PROJECT

Loan Approval Risk Model optimized for high precision and fair credit evaluation.

Access hands-on simulation modules to master production level engineering challenges.

Credit Card Fraud Detection Pipeline incorporating SMOTE to handle heavily imbalanced transaction sets.
PROJECT

Credit Card Fraud Detection Pipeline incorporating SMOTE to handle heavily imbalanced transaction sets.

Access hands-on simulation modules to master production level engineering challenges.

Healthcare Diagnostic Suite with highly sensitive models for cardiac, diabetes, and oncological clinical risk.
PROJECT

Healthcare Diagnostic Suite with highly sensitive models for cardiac, diabetes, and oncological clinical risk.

Access hands-on simulation modules to master production level engineering challenges.

NLP Classification Engine for sentiment prediction and fake news filtering using Scikit-Learn pipelines.
PROJECT

NLP Classification Engine for sentiment prediction and fake news filtering using Scikit-Learn pipelines.

Access hands-on simulation modules to master production level engineering challenges.

CORE TOOLING MASTERY

Tech Stack

Master the primary professional software development packages and workflow tools.

Python
Scikit-learn
Pandas
NumPy
Matplotlib
Jupyter Notebook
Classification Algorithms
Career Impact

After this Course, You will be Able to

Observe the real-world utility outcomes you gain after program completion.

Architect and train end-to-end supervised machine learning classification pipelines in Python.
Solve business-critical prediction challenges across finance, healthcare, and digital media.
Implement advanced metrics evaluation including Confusion Matrices, ROC-AUC curves, and F1-score optimization.
Address highly imbalanced datasets using advanced techniques like synthetic oversampling and specialized loss adjustments.
Build an industry-grade GitHub portfolio featuring 5 major project areas showcasing your machine learning capability.

Course Stats

₹12.35 LPA

Average Salary

₹42 LPA

Highest Salary

135%

Salary Hike

7+ Companies

Hiring Partners

Key Features

Mentorship

Receive guidance and insights from industry experts

Hands-on Experience

Gain practical skills in a real-world cutting-edge projects.

Networking

Connect with professionals and peers in your field

Skill Development

Enhance your technical and soft skills

Career Advancement

Boost your resume with valuable experience

Dual Certificate

Get a certification to showcase your achievements
DIGITAL VERIFIABLE CREDENTIAL

Let Your Certificates Speak For You

Our certification formally validates your skill set in recruiter searches with unique QR code verification and LinkedIn-ready structures.

Unique Credential ID & QR Code
Recruiters can scan to instantly verify your project files, source repository, and official completion marks.

Linkedin Certified Recognition
Easily push to your Linkedin profile with 1-click credential linking to increase high-end corporate recruiter views.

Certificate Sample
Status
Verified

Where Our Learners Work

Our alumni are driving innovation at the world's most prestigious technology companies.

Flipkart
Freshworks
Juspay
Chargebee
Zoho
PayPal
PREMIER PLATFORM EXPERIENCE

Why Pantech?

An expert-crafted learning infrastructure built for technical fluency.

Industrial Expert Mentors

Direct guidance and weekly doubt clearing sessions hosted by hardware, embedded, and software engineering veterans.

24/7 Interactive Support

Ask coding doubts anytime on our student community workspace and receive instant assistance.

Self-Paced Learning Engine

Access lifetime recorded modules with adaptive pacing to balance academics and professional work.

Career Guidance Support

Exclusive resume review, mock interviews, and placement assistance from industry experts.

We are Accredited by

Our Awards & Achievements
Award 1
VERIFIED STUDENT REVIEWS

What Our Students Say

See how Pantech courses accelerated career transitions across India.

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Get exclusive lifetime access to coursework, simulators, custom templates, and direct placement opportunities.

Need immediate counseling?

+91 8925533488/89

HAVE QUESTIONS?

Frequently Asked Questions

Find instant answers to all common questions about our technical certificate courses.

Do I get lifetime access to the course content?

Yes, once enrolled, you have complete lifetime access to all learning materials, recorded videos, and resources.

Will I receive a certificate upon completion?

Absolutely. A globally recognized, industry-vetted digital certificate is provided upon successful completion of the curriculum.

Is there a refund policy?

Yes, we offer a 7-day money-back guarantee if you are not satisfied with the course content or delivery format.

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