Who It's For & Goals
Designed for professionals who have Python basics and some ML familiarity. Bridge the gap from beginner to production-ready AI engineer in 6 intensive weekends.
Software Engineers
Add deep learning, RAG pipelines, and agentic AI to your skillset and ship AI-powered features.
Data Analysts
Move beyond dashboards into ML model deployment and cloud AI pipeline engineering.
Basic AI Graduates
Continue your journey from the Spairo Basic AI/ML program into deeper ML and agentic concepts.
ML Practitioners
Solidify your cloud deployment and agentic AI skills to move from notebooks to production.
Backend Engineers
Learn to integrate vector databases, RAG, and AI agents into existing backend services.
AI Product Builders
Build real AI products with cloud MLOps, multi-agent pipelines, and end-to-end deployment.
6-Week Intermediate Deep Dive
Every week: Saturday (3 hrs) Training + Sunday (3 hrs) Hands-on POC & Project.
🧠 Intermediate Python & Deep Learning Foundations
☀️ SATURDAY | 3 Hours | TRAINING
Advanced Python — OOP, decorators, async/await & type hints for ML engineering
PyTorch fundamentals — tensors, autograd, computational graphs & GPU usage
Neural network architecture — layers, activations, loss functions & optimizers
MLflow for experiment tracking — logging metrics, params, artifacts & model registry
🌅 SUNDAY | 3 Hours | POC + PROJECT
⚒️ TOOLS
- PyTorch
- MLflow
- CUDA / GPU Colab
- NumPy
- Matplotlib
📅 SUMMARY
| Day 1: | Training + Demo |
| Day 2: | POC + Project |
| Output: | NN + Dashboard |
🔮 Transformer Architecture & Medium LLM Concepts
☀️ SATURDAY | 3 Hours | TRAINING
Attention mechanism deep dive — self-attention, multi-head attention & positional encoding
Hugging Face Transformers — loading, fine-tuning, and inference with pre-trained models
Advanced prompt engineering — system prompts, few-shot, chain-of-thought & structured output
Fine-tuning concepts — LoRA, PEFT overview, when to fine-tune vs. prompt-engineer
🌅 SUNDAY | 3 Hours | POC + PROJECT
⚒️ TOOLS
- HuggingFace Transformers
- PyTorch
- LoRA / PEFT
- Gradio
- WandB
📅 SUMMARY
| Day 1: | Training + Demo |
| Day 2: | POC + Project |
| Output: | Sentiment App |
📚 Vector Databases & RAG Pipelines
☀️ SATURDAY | 3 Hours | TRAINING
Embeddings — sentence transformers, text embeddings & semantic similarity search
Vector databases — Pinecone, ChromaDB & FAISS — indexing, querying & filtering
RAG architecture — retrieval-augmented generation end to end with LangChain
RAG evaluation with RAGAs — faithfulness, context relevance & answer quality metrics
🌅 SUNDAY | 3 Hours | POC + PROJECT
⚒️ TOOLS
- Pinecone
- ChromaDB
- LangChain
- RAGAs
- Sentence Transformers
📅 SUMMARY
| Day 1: | Training + Demo |
| Day 2: | POC + Project |
| Output: | Document Q&A |
☁️ Cloud MLOps — AWS, Azure & GCP (Intermediate)
☀️ SATURDAY | 3 Hours | TRAINING
AWS SageMaker — training jobs, model hosting, endpoints & A/B deployment
Azure ML Studio — AutoML, pipelines & managed model deployment
GCP Vertex AI — custom training, model registry & prediction endpoints
MLOps fundamentals — CI/CD for ML, model monitoring, drift detection & retraining
🌅 SUNDAY | 3 Hours | POC + PROJECT
⚒️ TOOLS
- AWS SageMaker
- Azure ML Studio
- Vertex AI
- FastAPI
- Docker
📅 SUMMARY
| Day 1: | Training + Demo |
| Day 2: | POC + Project |
| Output: | Cloud ML API |
🦾 Agentic AI — LangGraph, Tools & Multi-Step Pipelines
☀️ SATURDAY | 3 Hours | TRAINING
LangGraph fundamentals — stateful graph-based agent orchestration & node design
Tool calling & function calling — OpenAI tools, Anthropic tool use & Gemini functions
Memory management — short-term, long-term (Mem0) & episodic memory for agents
Cloud Agentic AI — AWS Bedrock Agents, Azure AI Agent Service & Vertex AI Agents
🌅 SUNDAY | 3 Hours | POC + PROJECT
⚒️ TOOLS
- LangGraph
- Mem0
- Bedrock Agents
- Tavily Search
- FastAPI
📅 SUMMARY
| Day 1: | Training + Demo |
| Day 2: | POC + Project |
| Output: | Research Agent |
🛡️ AI Security, Prompt Attacks & Production Capstone
☀️ SATURDAY | 3 Hours | TRAINING
Prompt security & OWASP Top 10 for LLMs — prompt injection (direct & indirect), jailbreaking patterns, insecure output handling & training data poisoning
AI security anti-patterns — trusting raw LLM output blindly, storing PII in prompts, unbounded tool execution, over-privileged agents & indirect injection via retrieved documents
AI security patterns — input sanitisation & intent classification, output validation & schema enforcement, sandboxed tool execution, rate limiting, audit logging & human-in-the-loop checkpoints
Guardrail implementation — NeMo Guardrails (topical rails, fact-checking rails), Llama Guard for content moderation, PromptFoo for automated red-teaming & production deployment with Docker & CI/CD
🌅 SUNDAY | 3 Hours | CAPSTONE PROJECT
⚒️ TOOLS
- NeMo Guardrails
- Llama Guard
- PromptFoo (red-teaming)
- LangSmith (tracing)
- Docker / GitHub Actions
📅 SUMMARY
| Day 1: | Security Deep-Dive |
| Day 2: | Red-Team + Capstone |
| Output: | Secure Production App |
Six Weeks, Six Milestones
Build progressively — each week feeds directly into the next until you ship a production-grade AI application.
Deep Learning Foundations
PyTorch neural networks trained and tracked with MLflow experiment dashboards
Transformer Mastery
Fine-tuned transformer model with Gradio UI deployed for live inference
RAG Pipelines
Enterprise document Q&A system with vector search, source citation & quality evaluation
Cloud MLOps
Model deployed to 3 cloud platforms — SageMaker, Azure ML & Vertex AI prediction API
Agentic AI Pipeline
Multi-tool LangGraph agent with persistent memory and autonomous task execution
🏆 Production Capstone
Fully deployed, monitored, and containerized AI application — ready for portfolio & interviews
The Intermediate AI/ML Stack
Industry-standard tools used by mid-to-senior AI engineers at leading tech companies.
Transparent, All-Inclusive Pricing
One price for the full 6-week intermediate program. No extras, no surprises.
- ✓36 hours of live weekend training
- ✓6 hands-on POC + mini projects
- ✓Cloud lab access (AWS, Azure, GCP)
- ✓Lifetime recording access
- ✓Private Discord community
- ✓Spairo Academy certificate
Frequently Asked Questions
Everything you need to know about the Intermediate AI/ML Training program.