Data Science & Analytics Diploma | Abeyaantrix Academy

AI & Data Science Diploma

Master Artificial Intelligence and Data Science from the ground up. Learn Python, Machine Learning, Deep Learning, NLP, and Data Analytics in one powerful program.

Explore AI + Data Science

3

Months Duration

98%

Placement Support

30+

Real-World Projects

400+

Hiring Partners

Course Overview

AI Foundations & Neural Networks

Learn core AI concepts including search algorithms, logic, and neural networks that power modern intelligent systems.

Machine Learning & Predictive Modeling

Build and tune ML models using Python, scikit-learn, and real datasets to predict trends and automate decisions.

Natural Language Processing

Understand how machines interpret human language using NLP techniques like sentiment analysis, topic modeling, and transformers.

Computer Vision & Image Processing

Train AI systems to analyze visual data using OpenCV, CNNs, and deep learning techniques like image classification and object detection.

Program Modules

Module 1: Python & Data Foundations

  • Python Programming Basics
  • NumPy, Pandas, Matplotlib
  • Jupyter Notebook & Git
  • SQL and Data Handling
  • Working with APIs & JSON

Sample Project: Covid-19 Data Tracker

Build a live dashboard using Python and Pandas to visualize global COVID-19 case trends with data pulled from APIs.

Module 2: Statistics & Data Analysis

  • Descriptive & Inferential Statistics
  • Probability Distributions
  • Hypothesis Testing
  • EDA with Seaborn & Matplotlib

Sample Project: E-commerce Trend Analysis

Analyze customer behavior and seasonal patterns in an online store using statistical methods and visualizations.

Module 3: Machine Learning

  • Supervised Learning (SVM, KNN, RF)
  • Unsupervised Learning (KMeans, PCA)
  • Model Evaluation & Metrics
  • Hyperparameter Tuning

Sample Project: Credit Score Prediction

Build ML models to predict creditworthiness using real bank loan datasets and scikit-learn techniques.

Module 4: Deep Learning & Neural Networks

  • ANN, CNN, RNN using TensorFlow/Keras
  • Transfer Learning
  • Model Deployment

Sample Project: Handwritten Digit Recognizer

Train a deep learning model using CNN on the MNIST dataset to recognize digits from scanned handwritten documents.

Module 5: Natural Language Processing (NLP)

  • Text Preprocessing & Tokenization
  • Sentiment Analysis
  • Topic Modeling
  • Transformers & BERT

Sample Project: Sentiment Analyzer for Reviews

Build an NLP-based sentiment classifier for Amazon product reviews using logistic regression and transformer models.

Module 6: Computer Vision

  • Image Processing with OpenCV
  • Face & Object Detection
  • YOLO & CNN Projects

Sample Project: Face Mask Detection App

Develop a real-time camera app that detects face masks using OpenCV and deep learning techniques.

Module 7: Business Intelligence & Visualization

  • Dashboards with Power BI & Tableau
  • Interactive Visualizations with Plotly
  • Real-time Data Dashboards

Sample Project: Sales Dashboard for FMCG Brand

Create interactive dashboards that help management analyze performance, region-wise growth, and sales KPIs.

Module 8: Capstone & Cloud Deployment

  • Capstone Project on Real Industry Problem
  • Cloud Deployment with Streamlit/AWS
  • Resume & Interview Prep

Capstone Project: AI-based Loan Approval System

Design and deploy a complete ML solution for loan eligibility prediction using real datasets on AWS Cloud.

Learning Methods

📊

Real Dataset Practice

Work with actual business datasets from various industries to solve real-world data challenges.

🔍

Case Study Analysis

Analyze data science implementations at companies like Netflix, Uber, and Amazon to understand best practices.

💡

Project-Based Learning

Complete 30+ hands-on projects covering all aspects of the data science lifecycle from collection to deployment.

🎯

Industry Simulations

Participate in realistic business scenarios and data challenges that mirror actual workplace environments.

👨‍💼

Industry Expert Sessions

Learn from senior data scientists and analytics leaders from Fortune 500 companies and startups.

🏅

Certification Preparation

Prepare for industry certifications from Google, Microsoft, and Tableau to validate your expertise.

Career Opportunities

Data Scientist

Extract insights from complex data to drive strategic business decisions and build predictive models.

₹5-18 LPA

Data Analyst

Transform raw data into actionable insights through statistical analysis and data visualization.

₹3-12 LPA

Business Intelligence Analyst

Create dashboards and reports to support business decision-making and strategic planning.

₹4-15 LPA

Machine Learning Engineer

Implement and deploy machine learning models in production environments for business applications.

₹6-20 LPA

Quantitative Analyst

Apply statistical and mathematical models to financial data for investment and risk management decisions.

₹8-25 LPA

Data Engineering Specialist

Design and maintain data pipelines and infrastructure to support large-scale analytics operations.

₹7-22 LPA

Why Choose Abeyaantrix?

Industry-Standard Tools

Master Python, R, SQL, Tableau, Power BI, and cloud platforms used by leading data science teams.

Experienced Data Scientists

Learn from senior professionals with experience at Google, Microsoft, Netflix, and top consulting firms.

Real Business Cases

Work on actual business problems and datasets from various industries including finance, healthcare, and retail.

Flexible Schedule Options

Choose from weekend, evening, or intensive bootcamp formats designed for working professionals.

Portfolio Development

Build a comprehensive portfolio of data science projects to showcase your skills to potential employers.

Career Transition Support

Get personalized guidance for transitioning from any background into a successful data science career.

Our Hiring Partners

Our learners get placed at leading companies across AI, Analytics, and Cloud domains.

AI & Automation Solutions

AI Transformation Consulting

Healthcare AI Innovations

Big Data & Machine Learning

Enterprise Data Analytics

AI-Driven Business Intelligence

Program Benefits

Hands-On AI Projects

Apply your learning to real-world AI projects including chatbots, vision apps, fraud detection, and recommender systems.

Job-Oriented Curriculum

Courses crafted with industry experts to match skills expected by hiring managers across AI and data teams.

One-on-One Mentorship

Receive personalized guidance from experienced mentors and working professionals from top MNCs and startups.

Live Sessions & Recordings

Attend interactive sessions or revisit through recordings at your convenience, perfect for working professionals.

International Certification

Get a globally recognized diploma with career support for AI/Data Science roles in India and abroad.

Guaranteed Placement Support

Resume building, mock interviews, and job referrals through Abeyaantrix’s corporate hiring network.

Ready to Become a Data Science Expert?

Join thousands of professionals who have transformed their careers with our comprehensive data science program.

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