Master Program in Deep Learning, NLP & Generative AI

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Become industry-ready with Neural Networks, CNNs, RNNs/LSTMs, Transformers, Prompt Engineering, fine-tuning LLMs, embeddings and vector databases. Build portfolio projects and earn a QR-verified certificate.

Curriculum includes data pipelines, tokenization, evaluation (BLEU, ROUGE, accuracy, F1), guardrails, lightweight MLOps, and deployment.

View Curriculum
  • Hands-on labs with PyTorch & Hugging Face
  • Transformers, BERT/GPT-style models, LoRA fine-tuning
  • Prompt engineering & retrieval-augmented generation (RAG)
  • Deploy to cloud • basic MLOps & monitoring
★★★★★#1 Mumbai’s Premium Training Institute

Why Advanced Data Analytics?

Data analytics drives profitability, forecasting, and decisions in 2025. Join our mentor-led Advanced Data Analytics program to build Python, SQL, BI, and ML skills with real projects and placement support.

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0 Hours

Program Duration

4 Months • Hybrid
0:0

Practical : Theory

Industry-Rich Experience
0 + Years

Team Expertise

Mentor-led • Industry Aligned
0%

Job Assistance

Resume • Mock Interviews • Referrals
0++

Data Analyst Jobs (India)

Open Roles Across Sectors
0 % CAGR

Market Growth (2020–2030)

Data/Analytics Industry

Master dashboards & reporting (Power BI/Tableau), SQL for analytics, feature engineering, and ML for business with career support.

*Outcomes vary by prior experience, pace, and project depth.

Deep Learning, NLP & Generative AI with Python

An advanced, practical program to design, train, fine-tune, and deploy modern AI models- including Transformers, LLMs, and generative pipelines. Get industry-ready with hands-on projects, portfolio artifacts, and real deployment workflows.

55 Hours
Hands-On Projects
Expert Faculty
Prior ML Experience Needed
100% Job-Ready

Master Neural Networks

Build CNNs, RNNs, and Transformers from scratch and with modern libraries. Understand optimization, regularization, and inference.

Work with LLMs & Prompting

Apply prompt engineering, adapters (LoRA/QLoRA), and RAG to production use cases without overspending on compute.

Production-Ready NLP

Tokenization, embeddings, vector search, evaluation, and monitoring that stands up in real apps and APIs.

Deploy & Scale

Package models with FastAPI, containerize with Docker, and ship to cloud with CI/CD and observability best practices.

Safety & Ethics

Mitigate bias, implement guardrails, and comply with responsible AI guidelines for enterprise use.

MLOps Essentials

Version datasets & models, track experiments, and automate training pipelines for repeatable results.

What you’ll learn (and build)

From neural network fundamentals to state-of-the-art NLP and generative AI, this course ensures you can ship working AI systems. You will implement tokenization & embeddings, construct and fine-tune Transformer/LLM architectures, and wire up RAG pipelines with vector databases. You’ll package models with FastAPI, containerize with Docker, and deploy to cloud with CI/CD while tracking experiments and monitoring performance.

  • Curriculum aligned to high-demand AI roles and interview patterns.
  • Python-first stack: PyTorch, Transformers, FastAPI, Faiss/PGVector.
  • Project portfolio with measurable business impact and metrics.

Keywords: Deep Learning course, NLP course, Generative AI with Python, Transformer models, Large Language Models, LLM fine-tuning, RAG, vector databases, MLOps, AI deployment, prompt engineering.

5-Core Curriculum Modules

A 110+ hour, industry-aligned path across SQL/MySQL, Excel, Power BI, Tableau, and Python libraries—culminating in real projects and job-ready skills.

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SQL & Schema DesignExcel + Power QueryPower BI (DAX)Tableau Stories
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*Module order may vary slightly based on cohort needs and instructor discretion.

Tools & Technologies You’ll Master

A job-ready AI/ML stack for real projects: modeling, MLOps, APIs, and visualization. Learn the tools that recruiters recognise and teams use.

python, tensorflow, pytorch, keras, nltk, spacy, hugging face, docker, numpy, pandas, scikit-learn, fastapi, ai tools, machine learning libraries, data science stack, generative ai framework

  • Python
  • TensorFlow
  • PyTorch
  • Keras
  • NLTK
  • spaCy
  • Hugging Face
  • Docker
  • NumPy
  • Pandas
  • scikit-learn
  • FastAPI

Master the Python data science toolkit end-to-end - from data wrangling and feature engineering to deep learning, LLMs, and deployment.

*Tooling may vary by project and track.

Your AI Career Roadmap

Follow these 4 proven steps to go from learner to a job-ready Deep Learning / NLP / Generative AI professional with a portfolio recruiters trust.

Program Duration
≈ 55 Hours
Guided, project-based
Portfolio Projects
3+
Deployed & documented
Target CTC
₹10–20 LPA
Role & location vary
  1. 1
    Job-Ready Foundations

    Complete the 55-Hour GenAI Hero Program

    Deep Learning fundamentals → NLP pipelines → Transformers & LLMs. Master embeddings, tokenization, and hands-on model training with Python.

  2. 2
    Portfolio & GitHub

    Build 3+ Production-Style AI Projects

    Ship an end-to-end RAG app, a fine-tuned LLM (LoRA/QLoRA), and a vision/NLP capstone. Document with READMEs, metrics, and demos.

  3. 3
    Cloud & MLOps

    Deploy, Observe & Secure

    Expose FastAPI endpoints, containerize with Docker, and deploy to cloud. Add vector search, logging, evals, and guardrails for safe AI.

  4. 4
    Offer & Onboarding

    Career Prep & Land a GenAI Role

    Resume ATS optimization, mock interviews, DS/ML warm-ups, and project storytelling. Target ₹10–20 LPA roles in AI Engineer / NLP / GenAI Dev.

Get Personalized Roadmap

Learn from anywhere. Your journey to a Generative AI career starts here.

Real-World Projects You’ll Build

Apply Deep Learning, NLP, and Generative AI to solve real problems. Build a job-ready portfolio with clean code, clear storytelling, and measurable impact.

deep learning projects, nlp sentiment analysis, generative ai project, image recognition cnn, time series forecasting, customer segmentation clustering, end-to-end ml app, data science portfolio projects

# NLP Sentiment Analysis (Real Reviews)

Classify customer sentiment from real-world reviews; surface topics and pain points for product teams.

  • Data cleaning & label strategy
  • Model comparison (LogReg, BiLSTM, Transformers)
  • Explainability with SHAP
PythonPandasscikit-learnTransformers
Portfolio-Ready • Recruiter-Friendly

# Image Recognition with CNN

Train and evaluate a CNN for multi-class image classification; deploy a lightweight inference API.

  • Augmentation & transfer learning
  • Metrics: F1, confusion matrix
  • FastAPI inference endpoint
PyTorchTorchvisionFastAPI
Portfolio-Ready • Recruiter-Friendly

# Generative AI Text Generator

Fine-tune an open LLM for style-controlled generation and safe prompts with evaluation suites.

  • Prompt templates & RLHF-lite evals
  • Safety & toxicity checks
  • Gradio demo app
TransformersPEFT/LoRAGradio
Portfolio-Ready • Recruiter-Friendly

# Time-Series Forecasting (Sales)

Forecast weekly sales; compare classical and ML approaches with robust backtesting and error analysis.

  • Feature engineering (lags, holidays)
  • ARIMA/Prophet vs. XGBoost
  • Backtests & confidence bands
PandasProphetXGBoostMatplotlib
Portfolio-Ready • Recruiter-Friendly

# Customer Segmentation (RFM + Clustering)

Create actionable cohorts for marketing using RFM scores and unsupervised learning.

  • K-Means/DBSCAN + validation
  • Cohort playbooks
  • Insights dashboard
scikit-learnUmap-learnPlotly
Portfolio-Ready • Recruiter-Friendly

# End-to-End AI Micro-App

Ship a small production app: data pipeline, model, API, and a minimal UI with auth and monitoring.

  • Dockerized services
  • CI/CD with GitHub Actions
  • Observability & docs
FastAPIDockerVercelPyTest
Portfolio-Ready • Recruiter-Friendly

These industry-aligned projects demonstrate real metrics, clean engineering, and clear communication-exactly what hiring managers want for Data Analyst, ML Engineer, and Data Scientist roles.

*Project scope may vary by dataset, domain, and pace.

Student Success Stories & Reviews

Real feedback from graduates who advanced their careers in Deep Learning, NLP, and Generative AI. Verified, job-focused, and packed with Python + Transformer projects recruiters recognize.

4.9/5 Average RatingVerified AlumniIndustry-Relevant Curriculum
Google logoEXCELLENTBased on 289 reviews

Prathik Singh

2025-06-27Google

Google logoVerified

I had the opportunity to intern at Cinute, and it has been a great learning experience... I worked on data analysis in Excel, created dashboards, and explored Power BI & Tableau. The quality of teaching is so good...

Trustindex verifies source on Google / platform verifies identity where applicable.

YASH

2025-06-27Google

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Trustindex verifies source on Google / platform verifies identity where applicable.

Sujal Vaity

2025-06-27Google

Google logoVerified

Trustindex verifies source on Google / platform verifies identity where applicable.

bhumika Ankush

2025-06-27Google

Google logoVerified

The subjects taught are relevant and help prepare students for real-world challenges.

Trustindex verifies source on Google / platform verifies identity where applicable.

Vedang Mohit

2025-06-27Google

Google logoVerified

The subjects taught are relevant and help prepare students for real-world challenges.

Trustindex verifies source on Google / platform verifies identity where applicable.

Aryan Prasad

2025-06-27Google

Google logoVerified

It's a good opportunity to do course and learn coding languages... good mentors.

Trustindex verifies source on Google / platform verifies identity where applicable.

Dhruv Salvi

2025-06-27Google

Google logoVerified

Helped me to learn and gain a lot of knowledge and skills growth throughout, humble and good communicating staff and members.

Trustindex verifies source on Google / platform verifies identity where applicable.

Bhuvan Sharma

2025-06-27Google

Google logoVerified

Good information provided by the domain providers, very good at communicating and humble...

Trustindex verifies source on Google / platform verifies identity where applicable.

Sahil Bhaye

2025-06-27Google

Google logoVerified

Trustindex verifies source on Google / platform verifies identity where applicable.

Durgesh parab

2025-06-27Google

Google logoVerified

It is best company to get experience... I’m learning full-stack with highly talented staff...

Trustindex verifies source on Google / platform verifies identity where applicable.

Prathik Singh

2025-06-27Google

Google logoVerified

I had the opportunity to intern at Cinute, and it has been a great learning experience... I worked on data analysis in Excel, created dashboards, and explored Power BI & Tableau. The quality of teaching is so good...

Trustindex verifies source on Google / platform verifies identity where applicable.

YASH

2025-06-27Google

Google logoVerified

Trustindex verifies source on Google / platform verifies identity where applicable.

Sujal Vaity

2025-06-27Google

Google logoVerified

Trustindex verifies source on Google / platform verifies identity where applicable.

bhumika Ankush

2025-06-27Google

Google logoVerified

The subjects taught are relevant and help prepare students for real-world challenges.

Trustindex verifies source on Google / platform verifies identity where applicable.

Vedang Mohit

2025-06-27Google

Google logoVerified

The subjects taught are relevant and help prepare students for real-world challenges.

Trustindex verifies source on Google / platform verifies identity where applicable.

Aryan Prasad

2025-06-27Google

Google logoVerified

It's a good opportunity to do course and learn coding languages... good mentors.

Trustindex verifies source on Google / platform verifies identity where applicable.

Dhruv Salvi

2025-06-27Google

Google logoVerified

Helped me to learn and gain a lot of knowledge and skills growth throughout, humble and good communicating staff and members.

Trustindex verifies source on Google / platform verifies identity where applicable.

Bhuvan Sharma

2025-06-27Google

Google logoVerified

Good information provided by the domain providers, very good at communicating and humble...

Trustindex verifies source on Google / platform verifies identity where applicable.

Sahil Bhaye

2025-06-27Google

Google logoVerified

Trustindex verifies source on Google / platform verifies identity where applicable.

Durgesh parab

2025-06-27Google

Google logoVerified

It is best company to get experience... I’m learning full-stack with highly talented staff...

Trustindex verifies source on Google / platform verifies identity where applicable.
Google Reviews logo
289
Google Reviews
Public reviews
Sulekha Reviews logo
84
Sulekha Reviews
5.0 average
Justdial Ratings logo
210
Justdial Ratings
Verified users

Read independent reviews and ratings for our Python-based Deep Learning, NLP, and Generative AI training program. Alumni highlight real-world projects, interview preparation, and production deployment skills.

Top Companies Hiring AI Professionals

50K+Open Roles in India

Careers across Artificial Intelligence, Data Science, Machine Learning, NLP, and Generative AI - from Data Analyst to ML Engineer and Applied Scientist.

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  • Data Analyst
  • Machine Learning Engineer
  • Data Scientist
  • MLOps Engineer
  • NLP Engineer
  • GenAI Engineer
Trusted Employer • TCS
Trusted Employer • Infosys
Trusted Employer • Wipro
Trusted Employer • Cognizant
Trusted Employer • Accenture
Trusted Employer • Capgemini
Trusted Employer • HCLTech
Trusted Employer • IBM

…and many more leading product & services companies.

Who is this course for?

Designed for motivated learners to become job-ready in Deep Learning, NLP, and Generative AI.

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  • Learners with prior programming & ML experience

    Advance your expertise in Deep Learning, NLP, and Generative AI with production-style labs.

  • Students targeting AI & Data Science careers

    Build a job-ready portfolio with mentor-reviewed projects, interview prep, and placement assistance.

  • Tech professionals seeking AI specialization

    Integrate and deploy AI models in real systems with evaluation, monitoring, and lightweight MLOps.

  • Builders exploring innovative AI applications

    Design and ship cutting-edge apps using Transformers, prompt engineering, and RAG with vector DBs.

Check Eligibility & Apply

Frequently Asked Questions

All the essentials about our Deep Learning, NLP & Generative AI program—entry requirements, duration, tools, certification, and placements.

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  • Is prior experience required?
    Recommended. This is an advanced program designed for learners with prior programming and basic ML knowledge. If you’re new, we provide a short prep kit to get you comfortable with Python, NumPy and basic model concepts.
  • What is the duration of the program?
    The program includes ~55 guided hours delivered via live sessions, hands-on labs, code reviews, and a capstone aligned to Deep Learning, NLP and Generative AI.
  • Will I get job assistance?
    Yes. You’ll receive resume & LinkedIn optimization, portfolio review, mock interviews, and curated referrals for relevant AI/ML roles.
  • Which tools and frameworks are covered?
    PyTorch, Hugging Face Transformers, tokenizers, vector databases, experiment tracking basics, and lightweight MLOps for safe deployments.
  • Do I get a certificate?
    Yes. You’ll receive a QR-verified certificate from Cinute Digital Pvt. Ltd. after completing assessments and the capstone project.
Still have questions? Contact us

Ready to Master Deep Learning & AI?

Enroll now to get 100% job assistance, mentor-led guidance, and a portfolio of real AI projects using Python, PyTorch, LLMs, and Transformers.

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  • Mentor-Led
    Live support & feedback
  • Real Projects
    CV, NLP, GenAI demos
  • Job Assistance
    Resume & mock interviews

Limited seats • Flexible schedules • Mentor feedback on every project

Prefer WhatsApp? Message +91 788-83-83-788