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Skills

AI Skills — What to Learn + Why It Matters

31 operational AI skills, each with: what it is, why it matters for an Indian AI career, popular tools that implement it, and how to learn it for free.
foundational

Self-Publishing & No-Code Shipping

Go from idea to live product without a developer — using AI builders, no-code platforms, and self-publishing workflows.

Learn the skill →

intermediate

AI Multilingual Websites

Ship websites that work in Hindi, Tamil, Telugu, Bengali, and 22+ Indic languages — using AI translation that preserves tone and SEO.

Learn the skill →

intermediate

AI Chat for Websites

Build AI chatbots that answer visitor questions, qualify leads, and route to sales — on your own marketing or product site.

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foundational

AI Content Marketing

Plan, write, and ship brand + SEO content at scale using AI — blog posts, social, ad copy, programmatic landing pages.

Learn the skill →

intermediate

AI Analytics

Ask your website / product / marketing data plain-English questions and get answers — via AI analytics assistants like Levo, Hex Magic, and Numbers Station.

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foundational

Website Design with AI

Design + ship marketing websites using AI builders (Levo, Lovable, v0, Framer AI) — without a designer or developer.

Learn the skill →

advanced

Transformer Architecture

Attention, layers, training — the foundation of all modern LLMs.

Learn the skill →

intermediate

PyTorch Fundamentals

Tensors, autograd, training loops — build neural nets from scratch.

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foundational

Python for AI

NumPy, pandas, scikit-learn, PyTorch — the AI engineer's daily toolkit.

Learn the skill →

foundational

AI Content Generation

Generate marketing copy, video scripts, blog posts with LLMs.

Learn the skill →

intermediate

Workflow Automation with LLMs

Wire LLMs into business workflows via n8n, Zapier, Make + APIs.

Learn the skill →

foundational

Data Annotation Quality

High-quality labeling for RLHF / instruction tuning — Scale, Surge, Karya hire for this.

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specialist

AI Safety Evaluation

Red-teaming, jailbreak resistance, alignment evaluation.

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specialist

Synthetic Data Generation

Generate training data with LLMs / diffusion models — cuts labeling costs.

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foundational

Data Pipelines

SQL + Python + Spark / Airflow — feed AI systems with clean data.

Learn the skill →

advanced

Recommendation Systems

Personalization + ranking — the foundation of Flipkart, Swiggy, Zomato, Myntra.

Learn the skill →

advanced

Speech Synthesis (TTS)

Text-to-speech for accessibility + voice agents — Indic-language priority.

Learn the skill →

advanced

Speech Recognition (ASR)

Build speech-to-text systems — Whisper, Conformer, Indic-language ASR.

Learn the skill →

advanced

Computer Vision (Deep Learning)

CNNs, vision transformers, segmentation — the deep-learning side of CV.

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intermediate

Tool / Function Calling

Wire LLMs to external tools + APIs — enables agentic behavior.

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advanced

Multilingual NLP

Build NLP systems for non-English languages — critical for Indic / BHASHINI work.

Learn the skill →

intermediate

LLM Observability

Trace, debug, and monitor LLM apps in production — costs, latency, quality.

Learn the skill →

advanced

MLOps Pipelines

Build + monitor production ML pipelines — model registry, drift, retraining.

Learn the skill →

foundational

AI-Pair Programming

Ship code 3-5× faster by treating AI as a real coding partner — Cursor / Claude Code / Copilot fluency.

Learn the skill →

foundational

Embeddings

Represent text/images/audio as dense vectors — the foundation of search + clustering.

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intermediate

LLM Evaluation

Build eval suites for LLM apps — accuracy, hallucination rate, regressions.

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advanced

Model Fine-Tuning

Adapt foundation models to a specific domain or task via supervised fine-tuning + LoRA.

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advanced

AI Agent Design

Design autonomous AI agents — planning, tool use, reflection, error recovery.

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intermediate

Vector Search

Embedding text into vectors + similarity search — foundation of modern RAG.

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intermediate

RAG Architecture

Retrieval-augmented generation — combine LLMs with private data via embeddings + search.

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foundational

Prompt Engineering

Designing prompts that get reliable, production-grade output from LLMs.

Learn the skill →

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