REMESYS Tech Learning System
Indiaʼs NEP 2020 · NSQF aligned · Advanced tracks inspired by MIT/Harvard

📚 Every course: Basic (3 mo) · Intermediate (4-6 mo) · Advanced (8-9 mo) · Adv Diploma (12+ mo). Blended labs, industry projects, internships.

🤖 AI (Generative, Agentic, LLMs)

Basic · 3 months 📅 3 months | Prereq: High school math
Python, NumPy, Pandas
📖 What you'll learn:
  • Python for AI, intro to ML, NLP basics
  • Search algorithms, probability
  • Tokenization, sentiment analysis
🚧 Projects:
  • AI FAQ chatbot
  • SMS spam detector
🧪 50% lab · mentored coding · peer review
🎯 Junior AI Developer · AI intern
Intermediate · 6 months 📅 6 months | Prereq: Basic AI
Deep learning, CNNs, RNNs, Transformers
  • Neural nets, backprop, attention
  • LLM science: pre-training, fine-tuning, RLHF
  • Prompt engineering (few-shot, CoT)
  • Text summarization tool
  • Fine‑tune small LLM for legal/medical
🧪 Fine‑tuning workshops · cloud GPUs
🎯 ML Engineer · LLM specialist
Advanced · 9 months 📅 9 months | Prereq: Intermediate AI
RAG, LangChain, Agents, Quantization
  • Advanced RAG, vector DBs (Pinecone, Chroma)
  • Agentic AI (LangGraph, AutoGen), tool use
  • LLM evaluation, benchmarks, distillation
  • Multi‑agent customer support system
  • Research paper implementation
🎯 Senior AI Engineer · Agent Architect
Adv Diploma · 12+ months 📅 12+ months | Thesis track
Multimodal · AI for Science · MLOps
  • Multimodal (Stable Diffusion, Whisper)
  • AI for drug discovery, distributed training
  • Full MLOps for LLMs (vLLM, TensorRT)
  • Year‑long research thesis / industry product
🎯 Principal Scientist · AI Researcher

📊 Machine Learning

Basic 3m3 months
Math + Python
  • Linear/logistic regression, decision trees, KNN
  • Data preprocessing, evaluation
  • House price prediction
  • Customer segmentation
🎯 Junior ML Analyst
Intermediate 6m6 months
Basic ML
  • SVM, Random Forest, XGBoost
  • PCA, feature engineering, anomaly detection
  • Credit card fraud detection
  • Recommender system
🎯 ML Engineer
Advanced 9m9 months
Deep learning, GANs, RL
  • GANs, GNNs, Bayesian ML, Reinforcement learning
  • MLOps (MLflow, DVC, deployment)
  • Deep RL game agent
  • Demand forecasting pipeline
🎯 Senior ML / AI Specialist
Adv Diploma 12m+12+ months
Advanced ML
  • Specialisation: CV / NLP / MLOps
  • Full‑cycle product deployment
  • Industry capstone on cloud
🎯 Lead ML Engineer

📈 Data Science

Basic 3m3 months
Basic programming
  • EDA, Pandas, Matplotlib, SQL
  • Data lifecycle
  • EDA on IPL / elections data
🎯 Junior Data Scientist
Intermediate 6m6 months
SQL + Python
  • Hypothesis testing, A/B testing
  • Big Data (Spark intro), Tableau/Power BI
  • A/B test analysis · interactive dashboard
🎯 Data Scientist
Advanced 9m9 months
Intermediate DS
  • Spark streaming, Kafka, causal inference
  • AI ethics, SHAP, LIME
  • Real‑time IoT pipeline · fairness audit
🎯 Senior Data Scientist
Adv Diploma 12m+12+ months
Advanced DS
  • Data Engineering / FinTech / Health Informatics
  • Full‑cycle product
  • Industry capstone
🎯 Chief Data Officer track

📋 Data Analyst

Basic 3m3 months
Basic computer skills
  • Excel (Pivot, VLOOKUP), SQL, Tableau intro
  • Sales dashboard in Excel
🎯 Junior Analyst
Intermediate 4m4 months
SQL + Excel
  • Python (Pandas), advanced visualisations, DAX, Google Analytics
  • Marketing channel dashboard
🎯 Data Analyst
Advanced 8m8 months
Intermediate DA
  • Spark, storytelling, product analytics, intro to ML
  • Product analytics suite
🎯 Senior Analyst / Analyst Manager

🎯 AI Prompting

Basic 3m3 months
None
  • Intro to LLMs, prompt patterns, iterative refinement
  • Marketing copy, email drafts
🎯 AI content specialist
Intermediate 4m4 months
Basic prompting
  • Chain‑of‑thought, code generation, creative writing
  • hallucination management
  • No‑code app via prompts · short story
🎯 Prompt engineer
Advanced 6m6 months
Intermediate prompting
  • Prompt for RAG, adversarial security, automated optimisation
  • Secure production‑grade prompt chain
🎯 LLM security specialist

💼 AI for Specific Professions

Basic 3m3 months
Domain knowledge
  • AI for Marketing, Finance, HR, Operations
  • Practical use‑cases
  • AI‑powered financial newsletter generator
🎯 Domain‑specialist + AI

📱 App Development

Basic 3m3 months
Logical thinking
  • Kotlin/Java (Android) or Swift (iOS), basic UI, local storage
  • To‑Do list app
🎯 Junior mobile dev
Intermediate 6m6 months
Basic app dev
  • Networking (REST), third‑party libs, Room/CoreData, app store publishing
  • Weather app, news feed app
🎯 Mobile developer
Advanced 9m9 months
Intermediate
  • MVVM, performance, security, cross‑platform (Flutter/RN)
  • E‑commerce app with auth & cart
🎯 Senior mobile dev
Adv Diploma 12m+12+ months
Advanced
  • Native mastery / AR/VR / cross‑platform advanced
  • Publish high‑quality app
🎯 Lead mobile architect

🎮 Game Development

Basic 3m3 months
Creativity
  • Unity/Unreal intro, C#/blueprints, 2D mechanics
  • 2D platformer / puzzle
🎯 Junior game dev
Intermediate 6m6 months
Basic game dev
  • 3D dev, animation, UI/UX in games, audio
  • 3D endless runner
🎯 Game developer
Advanced 9m9 months
Intermediate
  • Multiplayer, AI for NPCs, shaders, optimisation
  • Multiplayer prototype
🎯 Senior game dev
Adv Diploma 12m+12+ months
Advanced
  • High‑fidelity graphics / serious games / design
  • Polished game for Steam
🎯 Indie / Lead designer

🖌️ UI/UX Design

Basic 3m3 months
None
  • Design thinking, user research, wireframes, visual principles
  • Mobile app wireframes
🎯 Junior UI/UX intern
Intermediate 4m4 months
Basic UI/UX
  • Figma mastery, prototyping, usability testing, design systems
  • Interactive multi‑platform prototype
🎯 UI/UX designer
Advanced 6m6 months
Intermediate
  • Micro‑interactions, accessibility (WCAG), UX strategy
  • FinTech dashboard case study
🎯 Senior product designer

🖨️ 3D Modeling & Printing

Basic 3m3 months
None
  • Blender/TinkerCAD, design for printing, slicers
  • Print keychain/whistle
🎯 3D printing technician
Intermediate 4m4 months
Basic 3D
  • Advanced modeling, sculpting, CAD (Fusion 360)
  • Functional gearbox / phone stand
🎯 3D modeler
Advanced 6m6 months
Intermediate
  • ZBrush sculpting, photogrammetry, industrial printing
  • High‑detail character / precision part
🎯 Digital sculptor / CAD engineer

⚙️ Robotics Technician

Basic 3m3 months
10th pass
  • Electronics, Arduino, sensors, actuators
  • Line‑follower / obstacle avoider
🎯 Robotics technician
Intermediate 6m6 months
Basic robotics
  • Embedded C/Python, sensor fusion, PID, ROS intro
  • Robotic arm pick & place
🎯 Robotics programmer
Advanced 9m9 months
Intermediate
  • ROS2, computer vision (OpenCV), kinematics, SLAM
  • Mapping & navigation robot
🎯 Robotics engineer
Adv Diploma 12m+12+ months
Advanced
  • Industrial / service / autonomous vehicles
  • Full robot for competition/industry
🎯 Senior robotics specialist

🏭 Automation Engineer

Basic 3m3 months
Engineering degree
  • PLC (ladder), SCADA, HMI, industrial networking
  • Simulated conveyor control
🎯 Junior automation eng
Intermediate 6m6 months
Basic automation
  • Structured text, robot integration, DCS, PID tuning
  • Robot + conveyor sorting cell
🎯 Automation engineer
Advanced 9m9 months
Intermediate
  • Industry 4.0, IIoT, digital twin, MES, machine vision
  • Smart factory cell with IIoT
🎯 Industry 4.0 specialist

🔧 Automation Technician

Basic 3m3 months
ITI/Diploma
  • Electrical, pneumatic, sensors wiring, PLC intro
  • Wire control panel, fault finding
🎯 Automation tech
Intermediate 4m4 months
Basic automation tech
  • PLC troubleshooting, VFD, motor control, preventive maintenance
  • Simulated PLC fault repair
🎯 Senior automation tech

🛡️ Cybersecurity (Pentest/Defense)

Basic 3m3 months
Basic networking
  • OSI/TCP‑IP, Windows/Linux, basic crypto, IT Act
  • Secure home network setup
🎯 Security admin
Intermediate 6m6 months
Basic security
  • Pentest methodologies, Nessus, OWASP, incident response
  • Hack DVWA vulnerable VM
🎯 Penetration tester
Advanced 9m9 months
Intermediate
  • Buffer overflows, firewalls/IDS, cloud security, malware analysis
  • Custom exploit, secure cloud arch
🎯 Security consultant
Adv Diploma 12m+12+ months
Advanced
  • Red team / blue team / security architecture
  • Full security audit & hardening
🎯 CISO / Lead architect

🥷 Ethical Hacking

Basic 3m3 months
Basic networking
  • Ethics, recon, scanning, password cracking
  • CTF challenge
🎯 Jr. ethical hacker
Intermediate 4m4 months
Basic EH
  • Web app hacking (SQLi, XSS), MITM, wireless, social eng
  • Hack vulnerable web app
🎯 Ethical hacker
Advanced 6m6 months
Intermediate
  • Mobile/cloud hacking, evade IDS, report writing
  • Full‑scope pen‑test
🎯 Senior pentester

⚡ Crash Courses (2‑3 months)

Blogging & Digital Marketing2‑3 mo
  • Niche, SEO, social media, GA, monetisation
  • Launch blog, drive traffic
🎯 Digital marketer / blogger
Web Designing (HTML/CSS/JS)2‑3 mo
  • HTML5, CSS3, Flex/Grid, Bootstrap, JS (ES6), React intro
  • Responsive portfolio site
🎯 Frontend beginner
Web Designing (WordPress)2‑3 mo
  • Domain/hosting, themes, Elementor, WooCommerce, security
  • E‑commerce WP site
🎯 WordPress developer

🏛️ NEP 2020 · NCrF implementation

Composite Skill Labs AI clusters, robotics kits, 3D printers, cyber ranges.
Professors of Practice Industry experts for advanced modules.
NSQF assessment Competency‑based: portfolios, viva, live projects.
Internships Mandatory for Adv Diploma via Unified Portal.
Stackable credits Multi‑entry/exit as per NCrF.