Advanced Full Stack Data Science, AI & ML

This Full Stack Data Science, AI & ML program is a job-ready bootcamp that covers the entire AI lifecycle — from data collection and wrangling to machine learning, deep learning, MLOps, and AI deployment.

Learners will:

  • Master Python, SQL, and Big Data tools

  • Build and optimize Machine Learning & Deep Learning models

  • Explore AI/LLMs, Generative AI, and NLP

  • Learn MLOps for scaling ML systems

  • Complete real-world projects across industries

By the end, participants will be equipped to work as Data Scientists, ML Engineers, AI Developers, or MLOps Engineers.

Course Curriculum

  • Introduction to Data Science, AI & ML

  • Python Programming for AI (NumPy, Pandas, Matplotlib, Seaborn)

  • Statistics & Probability for Machine Learning

  • Linear Algebra & Calculus essentials for ML

  • Hands-on: Exploratory Data Analysis (EDA) with Python

  • SQL (MySQL, PostgreSQL) for Data Science

  • NoSQL (MongoDB, Cassandra) for unstructured data

  • Data Pipelines (ETL/ELT with Airflow & Spark)

  • Data Warehousing & Streaming (Kafka basics)

  • Hands-on: Build a mini ETL pipeline

  • Supervised Learning: Regression, Classification

  • Unsupervised Learning: Clustering, Dimensionality Reduction

  • Ensemble Methods: Random Forest, XGBoost, CatBoost

  • Model Evaluation, Cross-Validation, Hyperparameter Tuning

  • Hands-on: Predictive Modeling on Real Dataset

  • Neural Networks (ANN fundamentals)

  • CNNs for Image Processing

  • RNNs, LSTMs, GRUs for Time Series & NLP

  • Transformers & LLMs (BERT, GPT-style models)

  • Generative AI: Text, Image & Audio synthesis

  • Hands-on:

    • Image Classifier with CNNs

    • Text Generator with Transformers

  • Model Serving with Flask/FastAPI

  • Docker & Kubernetes for ML Models

  • MLflow & DVC for Experiment Tracking & Versioning

  • CI/CD pipelines for ML (Jenkins, GitHub Actions)

  • Cloud ML Platforms: AWS Sagemaker, Azure ML, GCP Vertex AI

  • Hands-on: Deploy ML model on Cloud

  • Industry-specific Capstone Projects (Finance, Retail, Healthcare, Cybersecurity, NLP, CV)

  • Building a Data Science & AI Portfolio (GitHub, Kaggle)

  • Resume Building, Mock Interviews & Career Prep

  • Roadmap to Certifications: TensorFlow Developer, AWS ML Specialty, Azure AI Engineer, Databricks ML

Take the First Step Towards Smarter Learning.

Connect with us effortlessly! Get a call back to resolve your queries, request a free demo class to explore our offerings, or book a personalized demo session to dive deeper into your learning journey. Experience a seamless path to mastering data analytics with expert guidance at every step.

Students Reviews

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Richa Singh

Senior DBA

I am from Bhubaneswar, an MBA graduate with 4 years of experience as a Marketing Manager earning 6 LPA. Despite my efforts, my salary remained stagnant, and I knew it was time for a career transformation. Transitioning from marketing to IT felt like a daunting challenge, especially since I lacked technical skills.

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Chandan Kumar

Lead Engineer

The NoSQL DBA course offered by DataXSchool was comprehensive and industry-relevant, covering all the essential skills and knowledge required to excel in the field. The hands-on practical sessions and real-world examples made the learning process incredibly effective.

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Jogeswar Rao

MongoDB DBA

It’s a proud moment for me to share that I’ve been hired as a Database Engineer at Raukteen, Hyderabad, with an impressive package of 10.2 LPA per annum. As a B.Sc graduate, this achievement feels incredible, and all credit goes to DataXSchool and our mentor, Srikanta Sir. The 4-month Database Engineer course was comprehensive and practical, covering:

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Simachal Nayak

Database Enginner

I am extremely grateful to DataXSchool for their amazing DBA course, which has completely transformed my career. I am thrilled to share that I have secured a job in Bengaluru with LTIMindtree at an incredible salary of ?7,60,000 per annum.

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Santosh Patra

Senior DBA

I’m thrilled to announce that I have secured a job at Wipro Techology as a Senior DBA with a monthly salary of ?95,000! ????
This incredible achievement wouldn’t have been possible without DataXSchool and their top-notch DBA course. The course not only equipped me with the right skills but also gave me the confidence to crack the Infosys interview with ease. I owe my success to Srikanta Sir, whose guidance and mentorship inspired me to pursue this course. His support has been invaluable in helping me achieve my dream job.

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