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Machine Learning and Predictive Analysis

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Learn applied machine learning and predictive analytics. Build real-world models for forecasting, classification, and decision-making using Python.

3 Modules
with Certifications
5:40 Hours
of Recorded Content
5.0 Ratings
by 783 Learners
English
Language
Paid Course
Get this Course @ ₹4,999
783 enrolled in this course

Machine Learning and Predictive Analysis

Machine Learning and Predictive Analysis is a specialist-level course designed to equip learners with practical skills in building intelligent predictive systems using industry-standard machine learning frameworks. Starting with Scikit-Learn fundamentals and data preprocessing techniques, the course progresses through regression, classification, clustering, ensemble methods, and predictive analytics applications. Students will work on real-world use cases including disease prediction, customer segmentation, loan prediction, and forecasting models before advancing to AI applications powered by Natural Language Processing and Deep Learning. By the end of the course, learners will be capable of designing and deploying robust machine learning solutions for business and research applications.
MASTERING THE DATA SCIENCE LIFECYCLE

Comprehensive Syllabus Outline

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

M1

Module 1: Python Programming & Essentials for ML

ML MC
Python Basics
Python Data Structures
Class and Object
Python Programming Fundamentals
Pandas Library
Project 1 - Sale Data Analysis using Pandas
Working with Numpy Arrays
Data visualization with matplotlib and Seaborn
Project - II - Exploratory Data Analysis with Pandas, Matplotlib, Seaborn
Sklearn Library (Scaling, Encoding)
SKlearn Library (Null, Outlier Handling)
Sklearn Library (train test, Features Selection) (Duration hidden)

M2

Module 2: Core Machine Learning

ML Algorithms (Linear Models)
ML Algorithms (SVM, Decision Trees)
ML Algorithms (Ensemble, Naive Bayes, KNN)
Hyperparameter Tuning & Model Evaluation
Project – Credit Card Fraud Detection
Project – Calories Burnt Prediction
Project – Music Dataset Clustering (PCA)

M3

Module 3: Advanced Predictive Analysis & NLP

Deep Learning Introduction
Project – Churn Prediction (ANN)
CNN, RNN, LSTM
Time Series Prediction (Part 1 )
Time Series Prediction (Part 2)
Project – CO₂ Emission Prediction
Project – Stock Price Prediction (Neural Network)
NLP Introduction
Project – Fake News Prediction (NLP)
Project – Twitter Sentiment Analysis (NLP + LSTM)

Capstone Project

Predictive Analytics Portfolio

Synthesize your learning by building a suite of 7 industry-standard AI models that address real-world business challenges.

Multi-variable Disease Classification System for Healthcare
PROJECT

Multi-variable Disease Classification System for Healthcare

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

Dynamic Real Estate Valuation Engine using Random Forest
PROJECT

Dynamic Real Estate Valuation Engine using Random Forest

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

Unsupervised Customer Segmentation Dashboard
PROJECT

Unsupervised Customer Segmentation Dashboard

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

Automated Home Loan Risk Assessment Tool
PROJECT

Automated Home Loan Risk Assessment Tool

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

NLP-based Intelligent Text Filtering Pipeline
PROJECT

NLP-based Intelligent Text Filtering Pipeline

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

Handwritten Digit Recognition Model using CNNs
PROJECT

Handwritten Digit Recognition Model using CNNs

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

Neural Network-based Churn Forecasting Model
PROJECT

Neural Network-based Churn Forecasting Model

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
NLTK
TensorFlow/Keras (CNN)
Jupyter Notebooks
Career Impact

After this Course, You will be Able to

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

Engineer robust supervised and unsupervised models for complex datasets.
Execute advanced feature engineering and data preprocessing for predictive accuracy.
Deploy ensemble learning techniques to maximize model performance in production.
Develop deep learning architectures for image recognition and behavioral analysis.
Build intelligent NLP pipelines to automate text-based decision making.
Translate raw business data into actionable forecasts for finance and healthcare.

Course Stats

₹10.5 LPA

Average Salary

₹38 LPA

Highest Salary

120%

Salary Hike

9,500+

Job Vacancies

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.

1. Do I need prior experience?

No prior experience is required for foundational modules. Advanced topics may recommend basic knowledge in programming or electronics.

2. What if I face technical issues?

You can reach our support team at training@pantechelearning.com or call +91 89255 334 88 / 89.

3. What will I learn in this course?

You’ll cover: Python foundations for machine learning Data preprocessing and feature engineering Classification, regression, and clustering algorithms Predictive analytics for forecasting and decision-making Real-world applications with hands-on projects

4. How long is the course?

The program includes 3 structured modules, designed to be completed at your own pace, typically within 90 days.

5. Will I get a certificate?

Yes, upon completion you’ll receive a verified certification from Pantech eLearning, which can be shared on LinkedIn and with employers.

6. What is the course fee?

The Applied Machine Learning and Predictive Analytics course is available for ₹2,499, inclusive of all modules and certification.

7. Is there any project work included?

Yes, you’ll apply your skills in a guided predictive analytics project, such as building forecasting models or classification systems, to reinforce concepts and demonstrate practical learning outcomes.

8. Can I access the course materials anytime?

Absolutely. Once enrolled, you’ll have lifetime access to the course videos, notes, and resources.

9.Are Natural Language Processing concepts included?

Yes. The curriculum covers stemming, lemmatization, tokenization, and a complete spam classification project using NLP.

10.Will I build portfolio-ready projects?

Absolutely. The course includes multiple predictive analytics and AI projects that can be showcased as part of your professional portfolio.

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