Data Science Advanced

Advanced Diploma in Data Science

– Industry 4.0 & 5.0 Edition

Master Python, ML, DL, NLP, Generative AI, AutoML, Big Data & MLOps with real-world projects and placement support.

₹75,000 ₹35,000
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Course Description

This program is designed to take you from fundamentals to advanced Data Science skills, covering Python, Statistics, Machine Learning, Deep Learning, NLP, Generative AI, AutoML, Big Data, Cloud, and MLOps. You’ll build real projects, deploy models, and graduate with a strong portfolio.

Skills You'll Gain

Programming & Analytics

Python, SQL, Data Wrangling, Statistics

Machine & Deep Learning

Regression, Classification, CNN, RNN, Transformers

NLP & Generative AI

BERT, GPT, LangChain, Prompt Engineering

Big Data & MLOps

PySpark, Docker, MLFlow, Cloud Deployment

14 Modules
2~3 hours / day
6 Month

Introduction to Data Science & Industry 4.0/5.0 Applications
Types of Analytics: Descriptive, Predictive, Prescriptive
Data Science Lifecycle & Workflows
Case Studies: Healthcare, Finance, Retail

Python Programming: Data Types, Loops, Functions, OOP
Libraries: NumPy, Pandas, Matplotlib, Seaborn
R Essentials (Optional Track)
Git & GitHub for Version Control

Excel for Data Analytics (Formulas, Pivot Tables, Dashboards)
Data Cleaning & Transformation with Pandas
Working with APIs & JSON
Relational Databases: SQL (Joins, Window Functions)
NoSQL Basics: MongoDB

Descriptive & Inferential Statistics
Probability & Distributions
Hypothesis Testing & ANOVA
Linear Algebra & Matrix Operations
Optimization Techniques

Regression Models (Linear, Ridge, Lasso)
Classification (Logistic, KNN, SVM, Decision Trees, Random Forest)
Ensemble Methods (XGBoost, LightGBM, CatBoost)
Clustering (K-Means, DBSCAN, Hierarchical)
Feature Engineering & Model Evaluation

Neural Network Fundamentals
TensorFlow & PyTorch Basics
CNN for Image Processing
RNN, LSTMs & GRUs for Time Series
Transfer Learning & Pretrained Models

Text Preprocessing (Tokenization, Stemming, Lemmatization)
Word Embeddings: Word2Vec, GloVe, Transformers
Sentiment Analysis & Text Classification
Chatbots & Document Analysis

Introduction to Generative AI & GPT Models
Text & Image Generation
Prompt Engineering & Fine-Tuning

ML Pipelines & Automation
CI/CD for ML Models
Containerization with Docker
Monitoring & Scaling

Hadoop & Spark Essentials
Cloud Platforms: AWS, GCP, Azure
Cloud Databases & ML Services

Q-Learning & Deep Q-Networks
Policy Gradient Methods
Applications in Gaming, Robotics, Finance

Building APIs with Flask / FastAPI
Deploying Models on Cloud & Web
Integration with IoT & Dashboards

End-to-End Project: Data Cleaning → Modeling → Deployment
Live Industry Case Studies
Portfolio Building on GitHub & LinkedIn

Resume Building & LinkedIn Optimization
Mock Interviews & HR Preparation
Placement Assistance with Top Companies
100%
Guaranteed Placement Support
Job-Oriented Projects

Hands-on projects aligned with real industry requirements to showcase your skills to recruiters.

Resume & LinkedIn Support

Professional guidance to build a strong resume and LinkedIn profile that attracts recruiters.

Interview Preparation

Mock interviews, HR & technical rounds practice, and tips to ace real job interviews.

Industry Connections

Access to a network of IT companies, startups, and recruitment drives curated for our students.

Course Details

Duration 6 Month
Mode Online & 100 % Live
Skill Level Advanced
Language English / Malayalam
Batch 6 ~ 8 students / Batch