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Generative AI & AI & Machine LearningrouteCareer Aligned Arc

Professional Certificate Course in Generative AI and Machine Learning

Comprehensive ML & Generative AI curriculum. Build foundational algorithms, deep learning neural networks, and deploy large scale language systems.

scheduleTIMELINE: 11 Months
signal_cellular_altLEVEL: Advanced
menu_bookEXAMS: 2 Practical Projects
Accrediting Board
verifiedE&ICT Academy, IIT Kanpur
Next Cohort Launches
calendar_month27th May '26
check_circleActive direct coaching with lead architects
check_circleHands-on server infrastructure labs
check_circlePost-certification placement and matching
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Syllabus Outcomes

doneCode foundational machine learning models from mathematical principles.
doneBuild and train robust multi-layer neural networks inside PyTorch.
doneDeploy custom RAG pipelines and execute PEFT fine-tuning runs.
doneOptimize model inference sizes and response times for production.

Course Modules

Module 1

Foundational ML Algorithms

  • Supervised and unsupervised learning mathematics and principles
  • Regression models, decision trees, and SVM classification methods
  • Evaluating model precision, recall levels, and ROC-AUC curves
Module 2

Deep Learning & Neural Nets

  • Backpropagation derivations and loss functions using PyTorch
  • Building multi-layer perceptrons, CNNs, and LSTM blocks
  • Mitigating model overfitting with dropout and regularization sets
Module 3

Natural Language & Transformers

  • Tokenization setups, vocabularies, and word embedding metrics
  • Deconstructing attention layers, queries, and positional codes
  • Fine-tuning pre-trained transformer weights for custom jobs
Module 4

Generative AI Pipelines

  • Building Retrieval-Augmented Generation (RAG) using LangChain
  • Fine-tuning open models using PEFT/LoRA parameter systems
  • Monitoring live model inference metrics and database drift

Core Skill Matrix

Machine LearningPyTorchTransformersPEFT/LoRARAG SystemsMLOps Pipelines

Study Preparation

  • auto_storiesAll visual slides and technical blueprint guides included.
  • terminalAccess to simulated exam networks and sandbox setups.
  • groupDirect Slack and forums channels with certified alumni.