Layer 2 · Active Learning Engine · AI Native

Not a
course
catalogue.
A learning
agent.

Stop collecting certificates. Scorio orchestrates your growth through curated industry paths and 1-on-1 agent evaluation. Master the stack, verify the skill.

14 Weeks 12 Tools Agent-Verified
Your Learning Path
Java Backend ML Engineering 14 Weeks
Week 1–2 · Complete
Core AI tools
Cursor, Claude API, Jupyter, Hugging Face
Week 3–5 · In progress
Build tools
LangChain, Pinecone, PyTorch
Week 6–8 · Upcoming
Evaluate + deploy
RAGAS, LangSmith, FastAPI
Week 9–14 · Upcoming
Agent-verified sessions
Real tasks · evaluation · skill badge
Three Components · One Learning Engine
Component A
Curated Courses

Role-specific course sequences from Coursera, Deep Learning AI, and Scaler — matched to your skill gap and learning pace.

Udemy Coursera Scaler Fast.ai
Component B
AI Tool Stack

Learning the correct tool stack, Master Cursor, Pinecone, LLi, and LangChain to maximise your output.

Cursor LangChain RAGAS PyTorch
Component C
Agent-Guided Sessions

Scorio matches you with a tutor-free session with the Scorio Agent. It reviews your PRs in real-time.

Task-first AI evaluates Skill verified
AI Tool Stack · Java Backend → ML Engineering

The tools
that get
you
hired.

Generic resumes are dead. Our curriculum focuses on the exact stack high-growth AI companies are hiring for today.

Agentic Workflows Retrieval Augmented Generation Production LLMOps
Core tools · Must-know before first interview
Cursor
AI-native code editor for rapid prototyping.
Day 1
Claude 3.5 / OpenAI
API Integration
Advanced reasoning and context-native API processing.
Day 1
Jupyter Notebooks
Experimentation environment. Every ML workflow starts here.
Day 1
Hugging Face
Model hub, inference API, and datasets. The NPM of ML.
Week 1
Build tools · Required for real projects
PyTorch
Deep learning framework. Required for fine-tuning models.
Week 2–3
LangChain
LLM orchestration. Chain prompts, build RAG pipelines.
Week 2
Pinecone / ChromaDB
Vector databases for RAG. Semantic search at scale.
Week 3
Weights & Biases
Experiment tracking. Shows ML engineering discipline.
Week 5
Evaluate + deploy · Senior-level signal
RAGAS
RAG evaluation framework. Top 10% signal if you know this.
Week 7
LangSmith
LLM observability and debugging. Production maturity signal.
Week 7
FastAPI + Docker
API serving and containerisation. Bridges Java into ML.
Week 6
Pytest + LLM Evals
Test harness for AI outputs. Non-deterministic testing patterns.
Week 8

Learn by doing.
Verified by agent.

The Scorio Engine isn't a quiz platform. It's an environment.

01
Task Dispatch

Agent assigns a new architecture problem. Shows you the codebase. Gives you the task definition.

02
Active Code

You implement the solution in a sandboxed environment. Scorio tracks decisions.

03
Agent Review

Agent performs line-edge takes annotated feedback.

04
Skill Lock

Scorio verifies the skill, locked by your agent. Unlocks marketplace eligibility.

Traditional Bootcamp
Generic video content
Reads PDF certificates
Human-verify grading delays
Scorio Learning
Company Agent-led curriculum
Immediate skill verification
Instant real-time feedback
The right course. At the right time...

Strategic
Recommendations.

Scorio sequences courses to your exact skill gap, weekly hours, and target role — not a generic list.

Scorio Free
Machine Learning Specialisation
Instructor Andrew Ng · Coursera

Get fundamental understanding of regression, classification, and neural nets.

Foundation Block
Hot ₹1,299
Practical Deep Learning for Coders

Top-down approach. Start training state-of-the-art models from day one.

Accelerator Block
Live ₹15,000
LLM Operations & Docility
Scaler · Instructor-led

Deploying models in production. Monitoring, quantisation and edge deployment.

Production Block
New ₹799
Vector Databases in Depth

Pinecone, Weaviate and Milvus. Advanced RAG patterns for productive agents.

RAG Block

START YOUR
LEARNING
PATH
TODAY.