AI ML 4 months live bootcamp 👇🏻 https://www.codeanddebug.in/bootcamp/complete-ai-ml-bootcamp Skills you need to get 45 LPA as an AI Engineer in 2026 (Beginner to Advance Level), Most AI Engineers are preparing for jobs that no longer exist. That’s the real problem. Students are still learning 2022-style Machine Learning…while companies in 2026 are hiring engineers who can build and deploy real AI products And because of this gap, thousands of students know Python, TensorFlow, Deep Learning, and still don’t get interview callbacks. In this video, we break down the brutal reality of the AI job market and explain what companies ACTUALLY want from AI Engineers in 2026. This is not another generic “learn AI in 30 days” roadmap. This video explains:why AI graduates are unemployed,why recruiters reject most portfolios,and what skills are actually getting people hired right now. ⏱️Timestamps: 00:00 - Why AI Students Aren't Getting Hired 00:59 - The AI Engineer Role Has Changed 02:27 - What Companies Actually Want 02:55 - #1 Deployment - Model Training 03:25 - #2 RAG & AI Agents 04:32 - #3 MLOps 05:44 - #4 The Portfolio Mistake 06:57 - #5 Judgment: The Skill AI Can't Replace 08:08 - The AI Engineer Roadmap (2026) 10:20 - Final Advice & Outro Inside this video: ✅ Why the AI industry changed completely after ChatGPT ✅ Why most AI/ML students are getting ignored by recruiters ✅ The real reason AI Engineers struggle to get jobs ✅ Why deployment matters more than model training now ✅ Why tutorials and notebook projects are becoming useless ✅ RAG pipelines explained simply ✅ AI Agents and the future of software engineering ✅ The rise of MLOps and production AI systems ✅ The biggest portfolio mistakes students make ✅ Why recruiters instantly skip generic AI projects ✅ The importance of judgment in the AI era ✅ How AI-generated code is changing hiring ✅ The exact roadmap to become a hireable AI Engineer ━━━━━━━━━━ FREE RESOURCES ━━━━━━━━━━ 📌 FREE Notes: https://codeanddebug.in/course/python-full-course-for-beginners 📌 Source Code: https://github.com/codeanddebugedu/Python-full-course-for-beginners-in-2026 📌 Assignment Solutions: https://github.com/codeanddebugedu/Python-full-course-for-beginners-in-2026/tree/main/All%20questions%20answers 📌 Instagram: https://www.instagram.com/codeanddebug/ Topics covered in this video: - Artificial Intelligence - Machine Learning - Generative AI - AI Engineering - GPT-4 - Claude - Gemini - RAG Systems - AI Agents - LangChain - FastAPI - Docker - Hugging Face - Vector Databases - Pinecone - ChromaDB - MLOps - MLflow - Open Source - GitHub Portfolio - Software Engineering - AI Careers in 2026 If you are: - learning AI- confused about AI careers- preparing for AI/ML jobs- building projects- struggling with tutorials- trying to stand out in tech- wondering why nobody replies to your applications …this video will completely change your direction. Because in 2026, companies are NOT hiring students who only know AI concepts. They are hiring people who can build real AI systems that work in production. And that changes everything. Tags ai engineer, ai engineering roadmap, ai engineer roadmap 2026, artificial intelligence, machine learning, generative ai, llm, large language models, chatgpt, openai, claude ai, gemini ai, rag, retrieval augmented generation, ai agents, agentic ai, mlops, deployment, fastapi, python, sql, vector databases, pinecone, faiss, chromadb, langchain, docker, mlflow, deep learning, ai jobs, ai careers, tech careers, software engineering, machine learning engineer, prompt engineering, ai interview, ai portfolio, ai projects, open source, github projects, coding career, tech jobs 2026, future of ai, how to become ai engineer, ai skills, computer science careers, data science, ai roadmap for beginners #AI #AIEngineer #MachineLearning #ArtificialIntelligence #GenAI #LLM #RAG #AIAgents #MLOps #SoftwareEngineering #Programming #Python #Coding #TechCareers #OpenAI #LangChain #FastAPI #DataScience #TechJobs #AIJobs
ADVERTISEMENT
Sir please start Ai ml course . Job ready by December
I literally cried 😭, god bless all of you.
COMPLETE AI ENGINEERING ROADMAP (2026 Edition) Ye roadmap follow karo, aur 6-8 months me ek job-ready AI Engineer ban jaoge. Save kar lo, ek-ek phase complete karte jao. ━━━━━━━━━━━━━━━━━━━━ PHASE 1 — STRONG SOFTWARE ENGINEER BANO (Month 1-2) AI seekhne se pehle ye base banao, warna aage stuck ho jaoge. • Python (advanced level — clean functions, OOP, type hints, async) • Git & GitHub (clean profile = first impression) • SQL + Databases (real data yahin hota hai) • FastAPI se REST APIs banana • DSA basics (Google/Microsoft/Meta first round me poochte hain) • Linux commands + Docker basics PHASE 2 — MATH + ML FUNDAMENTALS (Month 2-3) • Linear Algebra, Probability, Statistics (jitna zaroori hai utna) • Classical ML — regression, classification, decision trees, ensembles, clustering • Model evaluation — overfitting, cross-validation, precision/recall/F1 • Tools — NumPy, Pandas, scikit-learn PHASE 3 — DEEP LEARNING + LLMs (Month 3-5) • Neural networks, backpropagation, gradient descent (kyun kaam karta hai, ratna nahi) • PyTorch • Transformers + Attention (LLMs ki foundation) • Embeddings + Vector Databases (RAG ka base) • Fine-tuning — LoRA, QLoRA • Prompt engineering (basics, isme zyada time waste mat karo) PHASE 4 — PRODUCTION AI (Month 5-7) ← yahi sabse important hai Yahin par 90% log peeche reh jate hain. • RAG systems — chunking, retrieval pipeline, re-ranking, deploy + live • AI Agents — tool calling, memory, multi-step workflows (LangChain/LangGraph) • MLOps — Docker, MLflow, monitoring, model drift, latency, CI/CD • Deployment — cloud par live karna (sirf notebook nahi) PHASE 5 — PORTFOLIO + JOB (ongoing) • 3 solid projects banao: 1 RAG, 1 Agent, 1 full MLOps pipeline • Har project ka clear README — Problem, Solution, Results (numbers me: "latency 30% reduce", "F1 22% improve") • Aise projects banao jinka tutorial exist na kare (recruiter ko pata chale tumne khud banaya) • Open source contribution (chhota bhi chalega — bug fix, docs, small feature) → referral ka chance ━━━━━━━━━━━━━━━━━━━━ Doubts? Comment me poochho 👇
Please start the course for AI Engineering for job ready... I have a gap in my job career..waiting for this kind of course...
mlops course with structure syllabus
Sir please start course for ai and ml.Please sir it's my humble request to you
We are starting with our Live AI/ML Bootcamp for 4 months, make sure to check it out: /bootcamp/complete-ai-ml-bootcamp
Very useful, I'm a Blockchain dev. And was upset due to the market changing it's dynamics, Every where is AI so to learn AI in 2026 is very important and I was no idea what to start but this direction is amazing to build AI projects about RAG and AI agent instead to waste time on learning AI, training models, thanks, ❤
sir please tell us the resources and how much time should we spend on each topic because currently i am learning ML and it is taking time to finish
Step 1: be from iit
biya i am 3 year student i completed my python,numpy,pandas, metplot, seaborn and now I start ml so please guide me as your little brother
One of the best Ai Engineering roadmap on youtube. Although I figured this all out a month ago, what you said, still this is really very helpful for someone who is looking into Ai engineering. Once again great video
sir pls bca iot ke liye roadmap
No fluf, To the point session❤❤
Thanks for this video bhaiya I'm a btech in mech engg passout and trying to get into Data science field. This video felt like a reality check Can you share more practical advises (I am extremely overwhelmed by the market expectations feel kinda depressed)
Itne dino se mai Pareshan ho rha tha ye sab soch hi rha tha ki aapne video daaldiya thankyou🫂😭
Data scientists ko bhi sikhna hoga yai sbb
Sir thank you Ai roadmap ke liye but sir please ek ai roadmap un studnets ke liye baniye jo abhi college me hai 1st year me and 2029 me acha package le ai engineering ke liye unke liye roadmap bnaiye sir please
Sir you are great , i seen python as well as dsa , ❤ you tech like god , But some issues. Sir I have phase in your channel , i am hungry for upcoming video , but sir are you not active daily on YouTube , please sir new content make for ai ml engineer 😊 I am sure you working faster then before 🎉
Sir, CSE main AI specialization liya hai maine. Kya aap konsi konsi jobs suitable haii mere liye please bataiye