Who It's For & Goals
Built for professionals and students starting their AI/ML journey. No prior machine learning experience needed — just Python basics and a desire to learn.
Aspiring AI Engineers
Transition into AI/ML from a programming background with a strong foundation in Python and key frameworks.
Business Analysts
Understand AI/ML concepts to better collaborate with data teams and drive data-informed decisions.
Students & Graduates
Kickstart your AI career with practical, portfolio-ready projects using real cloud AI tools.
Career Switchers
Pivot into the fastest-growing field with a structured, beginner-friendly 4-week sprint.
Non-Technical Managers
Gain hands-on AI literacy to evaluate tools, lead AI initiatives, and communicate with engineering teams.
Startup Founders
Understand AI building blocks to prototype AI-powered features and evaluate vendor solutions confidently.
4-Week AI/ML Journey
Every week: Saturday (3 hrs) Training + Sunday (3 hrs) Hands-on POC & Project.
🐍 Python for AI/ML — Foundations
☀️ SATURDAY | 3 Hours | TRAINING
Python essentials for AI — data types, loops, functions & list comprehensions
NumPy arrays, matrix operations & vectorized computation for ML
Pandas for data manipulation — DataFrames, cleaning, and feature prep
Matplotlib & Seaborn — visualizing data distributions and correlations
🌅 SUNDAY | 3 Hours | POC + PROJECT
⚒️ TOOLS & TECH STACK
- Python 3.11+
- NumPy
- Pandas
- Matplotlib / Seaborn
- Jupyter / Google Colab
📅 WEEK SUMMARY
| Day 1: | Training + Demo |
| Day 2: | POC + Project Build |
| Deliverable: | Data Report App |
🤖 ML Algorithms, Context Engineering & Prompt Design
☀️ SATURDAY | 3 Hours | TRAINING
Supervised ML — linear regression, logistic regression & decision trees with Scikit-Learn on real business datasets
Model evaluation — accuracy, precision, recall, F1-score, ROC-AUC & confusion matrices on imbalanced datasets
Context engineering — structuring system prompts, conversation history, retrieved context & tool outputs for optimal LLM performance
Prompt engineering — zero-shot, few-shot, chain-of-thought & context window management (token budgeting, context compression)
🌅 SUNDAY | 3 Hours | POC + PROJECT
⚒️ TOOLS & TECH STACK
- Scikit-Learn
- Python (ML Pipeline)
- OpenAI Playground
- Claude.ai / Gemini
- Jupyter Notebook
📅 WEEK SUMMARY
| Day 1: | Training + Demo |
| Day 2: | POC + Project Build |
| Deliverable: | Spam Classifier |
☁️ AI/ML with Cloud Gen AI — AWS, Azure & GCP
☀️ SATURDAY | 3 Hours | TRAINING
Calling AI APIs — OpenAI, Anthropic Claude & Google Gemini in Python
AWS Bedrock basics — invoking foundation models (Claude, Titan) from Python
Azure AI Services — using Azure OpenAI and AI Language APIs
GCP Vertex AI — calling Gemini models and basic cloud ML pipeline intro
🌅 SUNDAY | 3 Hours | POC + PROJECT
⚒️ TOOLS & TECH STACK
- OpenAI Python SDK
- Anthropic SDK
- AWS Bedrock
- Azure AI Studio
- GCP Vertex AI
📅 WEEK SUMMARY
| Day 1: | Training + Demo |
| Day 2: | POC + Project Build |
| Deliverable: | AI Summarizer App |
🦾 Intro to Agentic AI — Your First AI Agent
☀️ SATURDAY | 3 Hours | TRAINING
What are AI agents? — tool-calling, reasoning loops & autonomous task completion
LangChain basics — chains, tools, and memory management
Building a simple ReAct agent — search, summarize & respond autonomously
n8n / Zapier for no-code AI automation — connecting AI to real-world workflows
🌅 SUNDAY | 3 Hours | POC + PROJECT
⚒️ TOOLS & TECH STACK
- LangChain
- OpenAI GPT-4o
- SerpAPI / Tavily
- n8n Automation
- Python FastAPI
📅 WEEK SUMMARY
| Day 1: | Training + Demo |
| Day 2: | Capstone Build |
| Deliverable: | Research AI Agent |
What You'll Walk Away With
Four weeks, four milestones — each building on the last to give you a complete beginner AI/ML skillset.
Python & Data Mastery
Comfortable with NumPy, Pandas & data visualization — ready to tackle any ML dataset
ML Models & Prompt Skills
Trained real classifiers and understand how today's LLMs work conceptually and in practice
Cloud AI Integration
Called 3 cloud AI platforms (AWS, Azure, GCP) from Python and built a working AI app
🏆 First AI Agent
Built and shipped a real autonomous AI agent — the foundation for Intermediate & Advanced tracks
The Basic AI/ML Stack
Every tool introduced with hands-on practice — no fluff, just real skills.
Simple, Transparent Pricing
One straightforward price for the full 4-week program. No hidden fees.
- ✓24 hours of live weekend training
- ✓4 hands-on POC + mini projects
- ✓Lifetime recording access
- ✓Private Discord community
- ✓Spairo Academy certificate
- ✓All code & materials included
Frequently Asked Questions
Everything you need to know about the Basic AI/ML Training program.