Project 01
Sentiment
Analyzer
Classify customer reviews with a trained ML model and a web dashboard.
PythonScikit-learnStreamlit
AI & Automation Path
Learn AI & Automation.
Build for the Real World.
Learn machine learning, modern AI tools, and workflow automation end-to-end.
Intermediate
4–6 months
48 Lessons
4 Projects
server.js
const express = require('express');
const app = express();
app.use(express.json());
app.post('/api/v1/users', async (req, res) => {
// Auth & logic handled here
await Database.connect();
});
DB_CLUSTER_01
StatusConnected
AI
Deploying...
Your Engineering Journey
> SYSTEM_STATUS _
AI & Automation
Career-ready pathway
Lessons
48
Projects
04
Duration
4–6 months
Level
Intermediate
Beginner
Intermediate
Advanced
PRODUCTION
The Curriculum
Step-by-Step Journey
01
Beginner
4 Weeks 13 Lessons 3 Topics
01 Beginner
Beginner Module
Master Python data tools and learn to explore, clean, and visualize datasets.
Python for Data & AI
1 week▹ Python data structures & comprehensions
▹ File I/O & JSON handling
▹ Virtual environments & pip
▹ Jupyter notebooks & VS Code setup
NumPy & Pandas
2 weeks▹ ndarray — vectorized operations
▹ DataFrame: load, inspect & clean
▹ Handling missing values & outliers
▹ GroupBy, merge & pivot tables
▹ Time series basics
Data Visualization
1 week▹ Matplotlib — static charts
▹ Seaborn — statistical plots
▹ Plotly — interactive charts
▹ Choosing the right chart type
02
Intermediate
5 Weeks 15 Lessons 3 Topics
02 Intermediate
Intermediate Module
Build and evaluate classical ML models, work with NLP, and call modern AI APIs.
03
Advanced
5 Weeks 20 Lessons 4 Topics
03 Advanced
Advanced Module
Build RAG chatbots, autonomous AI agents, and no-code automation pipelines.
Build Lab
Don't just learn it.
Build it for production.
4 Capstone Projects
Sentiment
Project 02
RAG
Chatbot
PDF Q&A bot with LangChain, Chroma, and an OpenAI backend.
LangChainOpenAIFastAPI
Project 03
Resume
Screener
LLM-driven candidate ranking from uploaded resumes.
PythonOpenAIPandas
Project 04
AI
Automation Pipeline
n8n workflow that monitors email → extracts data → calls AI → logs to sheets.
n8nOpenAI APIGoogle Sheets
Career Outcomes
Your Future in Production
Master the exact skills that top-tier product companies actively hire for. Real-world salaries, robust hiring networks, and undeniable impact.
ML
Engineer
₹8–22 LPA
Hiring Network
GoogleMicrosoftFractal AnalyticsTiger Analytics
AI
Engineer
₹10–28 LPA
Hiring Network
Sarvam AIKrutrimIdeaforgeFAANG India
Automation
Specialist
₹6–14 LPA
Hiring Network
AccentureDeloitteZapier partnersstartups
Learning Signals
Essential
Documentation.
The foundational manuals, specifications, and curriculums every professional full-stack engineer must master.
Scikit-learn Docs
Official documentation and essential guidelines for mastering this module's core technologies.
Access Resource
LangChain Python Docs
Official documentation and essential guidelines for mastering this module's core technologies.
Access Resource
Kaggle Learn
Official documentation and essential guidelines for mastering this module's core technologies.
Access Resource
fast.ai
Official documentation and essential guidelines for mastering this module's core technologies.
Access Resource
OpenAI Platform Docs
Official documentation and essential guidelines for mastering this module's core technologies.
Access Resource
Knowledge Base
Clarity before
execution.
Everything you need to know about the curriculum, prerequisites, and how we transform absolute beginners into production-ready engineers.
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