sir please add resources in your description which you have mentioned , it would be beneficial for us , how many of you want this like me??

tq

Top remote job portals - Wwr Instahyre Toptal LinkedIn Wellfound

Nice 👍, currently you are working on which tech stack in the company??

Bro you are genius 😊❤

The perfect video ❤

Is AI kill web development ?

Have a nice Greeting to u Sir ! Sir main B tech 1st year main speclization AL & ML hai kya aap complete roadmap bta sakta ho achhe package ke regarding including DSA crystal clear roadmap pr ek vedio bna do 2028 pass out k liye . I hope sir u will work on it !

Hii bro can u make a video on best courses on coursera for ai/ml and can u also provide pdf of ai/ml Engineering roadmap from zero(beginner) to advanced level

Sir apne to java development krne bola tha ab aap bol rhe ho Mernstack krne

If I don't like Maths, Should I opt for AI/ML? Or Data Science is better?

can you suggest some aiml projects

I am trying to learn aiml in my last semister , will it be right for me ?

Can I learn C++ before python as I am currently learning it. Will C++ help in learning Python ?And also I wanted to know that the topics you covered in this video are enough to develop your own Ai ???

2:07 mera language c++ koi diqkat hoga bhaiya

Can you suggest a best certified course for ml

Please koi meri help kar do ki BTech CSE core branch se karu ya Al& ML specialization ke sath btech kru future me scope kiska acha hai please reply 🙏

Please help me and tell that which is best BTech CSE core branch or BTech CSE AI&ML specialization please reply anyone how know about this very well. Tha k you.

One of the best video I seen yet for DSA guide and roadmap

Bhaiya,please a video in DevOps and cloud native for first year student .🙏🙏

@harshit trehan i am working as a manual tester not getting any growth i am planning to switch to ai/ml so first i should do full stack development then ai/ mi or directly i should learn ai/ml please guide me

World’s leaders approval rating: 🇸🇻 Nayib Bukele: 91% 🇷🇺 Vladimir Putin: 78% 🇮🇳 Narendra Modi: 75% 🇲🇽 Claudia Sheinbaum: 66% 🇦🇷 Javier Milei: 65% 🇺🇸 Donald Trump: 52% 🇦🇺 Anthony Albanese: 46% 🇮🇹 Giorgia Meloni: 42% 🇵🇱 Donald Tusk: 42% 🇳🇱 Dick Schoof: 42% 🇸🇪 Ulf Kristersson: 38% 🇿🇦 Cyril Ramaphosa: 37% 🇧🇪 Alexander De Croo: 35% 🇹🇷 Recep Tayyip Erdogan: 33% 🇪🇸 Pedro Sánchez: 33% 🇧🇷 Lula da Silva: 33% 🇳🇴 Jonas Gahr Støre: 30% 🇬🇧 Keir Starmer: 27% 🇯🇵 Shigeru Ishiba: 25% 🇦🇹 Karl Nehammer: 24% 🇨🇦 Justin Trudeau: 22% 🇩🇪 Olaf Scholz: 20% 🇫🇷 Emmanuel Macron: 18% 🇨🇿 Petr Fiala: 16% According to Morning Consult Political Intelligence, WCIOM, Gallup. Numbers are rounded

thankyou

+Harshit Trehan bhaiya pls also mention some certification courses based on it. Thanks for this video

Hi Bhaiya! I hope you are doing well. I'm a first year student watching your videos from Canada as they are very insightful. I wanted to thankyou Bhaiya for this fantastic road-map, as u have gone through every part in a very detailed manner. Bhaiya, I've a request for you that, can u please make a detailed road-map video on how to prepare for getting a job in FAANG AND HFT (JANESTREET, CITADEL, TWO-SIGMA etc.) COMPANIES from BASIC TO ADVANCE LEVEL. Like how should we began it from our first year of college and then go to advance level and crack internship in faang companies after 2nd year and then in hft firms after 3rd year and at the end a final job in these companies in US. Please Bhaiya 🙏 🙏, it will be very useful for not only me but also for everyone else. Please Bhaiya 🙏 🙏 Also Bhaiya, I would love to connect with you on Linkedln and gain useful industry insights from you. Thanks a lot Bhaiya 💯

Vote for AI AND DATA SCIENCE / PYTHON

Bhaiya mein pehele Java learn karke DSA karu ya fir Python se AIML? 11th 12 mene Python padi thee

Bhaiya Ai kru cybersecurity kru ki ethical hacking plz batado

dude you added voice in background

Bhaiya Im currently in my 2nd yr. I am already learning web dev and dsa but not getting interest I want to learn Data science should i leave learning dsa and dev ? Pls guide

Bro I'm 12th passout commerce student can I become AI ML engineer

Love u bro for this notification

I have basic knowledge about c++ Which language is best to start journey in AI JS/python

Bhaiya❤ plzz ek blockchain dev. Pe video plzz

Ise jara 5 minutes nikal ke pdlena fir btana kesa hai shi hai ya galat 🚀 AI Engineering Roadmap (2 Years) 🔥 📌 Phase 1: Python, Math & DSA (3 Months) Weeks 1-4: Python & Math Foundations 1️⃣ Python Programming Variables, Data Types, Loops, Functions Object-Oriented Programming (OOP) Libraries: NumPy, Pandas, Matplotlib 2️⃣ Mathematics for AI Linear Algebra (Vectors, Matrices, Eigenvalues) Probability & Statistics Calculus (Derivatives, Integrals, Partial Derivatives) 3️⃣ Algorithms Sorting & Searching Algorithms Recursion & Backtracking ✅ Assignments: ✔ Solve 50+ Leetcode Medium problems ✔ Implement a simple Linear Regression model from scratch --- Weeks 5-12: Data Structures & Algorithms (DSA) 1️⃣ Advanced DSA Trees (BST, AVL, Segment Trees) Graphs (DFS, BFS, Dijkstra’s Algorithm) Dynamic Programming (Knapsack, LCS, LIS) Tries & String Algorithms 2️⃣ Competitive Programming Codeforces (1200+ Rating) Leetcode Hard Questions ✅ Project: Implement Tries for Auto-Complete --- 📌 Phase 2: Machine Learning & MLOps (4 Months) Weeks 13-16: ML Fundamentals 1️⃣ Supervised ML Linear Regression, Decision Trees, Random Forests Support Vector Machines (SVM), k-NN 2️⃣ Unsupervised ML K-Means Clustering, DBSCAN, PCA 3️⃣ Hyperparameter Tuning GridSearchCV, Bayesian Optimization ✅ Project: Stock Price Prediction using XGBoost --- Weeks 17-24: Advanced ML & MLOps 1️⃣ Ensemble Learning XGBoost, LightGBM, CatBoost 2️⃣ Model Interpretability SHAP, LIME 3️⃣ CI/CD & Model Deployment GitHub Actions, Jenkins, MLflow, Docker, Kubernetes ✅ Project: Deploy an AI Model on AWS/GCP --- 📌 Phase 3: Deep Learning & Computer Vision (2.5 Months) Weeks 25-28: Neural Networks, RNNs & CNNs 1️⃣ Neural Networks (NNs) Backpropagation, Gradient Descent Activation Functions (ReLU, Sigmoid, Softmax) Optimizers (SGD, Adam) 2️⃣ Recurrent Neural Networks (RNNs) & Transformers Understanding RNNs, GRUs, and LSTMs Vanishing Gradient Problem & Solutions How Transformers Outperform RNNs in Sequence Modeling ✅ Project: Train an RNN for Text Generation (e.g., News Headlines, Poetry) 3️⃣ Convolutional Neural Networks (CNNs) Convolution, Pooling, Fully Connected Layers Architectures: ResNet, EfficientNet, VGG, MobileNet Transfer Learning & Fine-Tuning ✅ Project: AI-powered Image Classifier using CNNs --- Weeks 29-36: Advanced CV Applications 1️⃣ Object Detection YOLO, SSD, Faster R-CNN 2️⃣ Face Recognition OpenCV, DeepFace ✅ Project: Object Detection using YOLO --- 📌 Phase 4: Advanced NLP & Large Language Models (LLMs) (4 Months) Weeks 37-40: NLP Foundations 1️⃣ NLP Basics Tokenization (Word, Subword, Byte-Pair Encoding) Lemmatization & Stemming Part-of-Speech (POS) Tagging Named Entity Recognition (NER) Word Embeddings (Word2Vec, GloVe, FastText) ✅ Project: Named Entity Recognition (NER) with Transformers --- Weeks 41-48: Advanced NLP & LLMs 1️⃣ Sequence-to-Sequence (Seq2Seq) Models & Attention Encoder-Decoder Architecture Attention Mechanism & Self-Attention Applications: Machine Translation (Google Translate, OpenNMT) 2️⃣ Speech AI: Speech-to-Text & Text-to-Speech (STT & TTS) Automatic Speech Recognition (ASR) with Whisper & Wav2Vec Text-to-Speech (TTS) using Tacotron, FastSpeech, and VITS 3️⃣ Knowledge Graphs & Semantic Search How Search Engines Use NLP (BM25, Vector Search) Building a Knowledge Graph from Text ✅ Project: Build a Semantic Search Engine with NLP & Vector Databases 4️⃣ LLM Fundamentals Transformer Architecture & Self-Attention Mechanism BERT vs. GPT: Understanding Pretrained Models Open-Source LLMs (LLaMA, Mistral, Falcon) vs. Proprietary Models (GPT-4, Claude, Gemini) 5️⃣ Fine-Tuning & Customization Fine-tuning Pretrained LLMs (BERT, GPT-3, LLaMA, Mistral) Parameter-efficient fine-tuning (LoRA, QLoRA) Dataset Preparation & Custom Model Training 6️⃣ Prompt Engineering & Retrieval-Augmented Generation (RAG) Zero-shot, Few-shot, Chain-of-Thought Prompting Retrieval-Augmented Generation (RAG) for AI-powered search and chatbots Optimizing prompts for efficiency and accuracy ✅ Project: Build a Custom AI Chatbot using an Open-Source LLM --- 📌 Phase 5: Generative AI (2 Months) Weeks 53-56: Generative AI Fundamentals 1️⃣ GANs & Diffusion Models Generative Adversarial Networks (GANs) Stable Diffusion, DALL·E ✅ Project: Text-to-Image Generation using Stable Diffusion --- 📌 Phase 6: Reinforcement Learning (2.5 Months) Weeks 61-64: RL Basics & Algorithms 1️⃣ RL Fundamentals Markov Decision Processes, Q-Learning Deep Q-Networks (DQN), PPO, A3C ✅ Project: Autonomous Drone Navigation using RL --- 📌 Phase 7: AI Scaling & MLOps (3 Months) Week 73-76: Model Monitoring & Security 1️⃣ AI Model Scaling Model Compression (Quantization, Pruning) Distributed Training 2️⃣ MLOps & Monitoring MLflow, Prometheus, Grafana ✅ Project: Deploy a Scalable AI API for Text Processing --- 📌 Phase 8: Final Capstone & Job Prep (2 Months) Week 81-84: AI Portfolio & Monetization 1️⃣ AI Portfolio & SaaS Monetization AI SaaS Business Models API Monetization Productizing AI Models ✅ Final Capstone: Build & Monetize an AI-Powered SaaS App

Finally ageya

Harshit trehan bhaye, i am from Pakistan and watch your videos, you are amazing person. Keep it up.

Bhaiya Mai bhot confuse hu aiml or web development Kyuki har koi web development kar rha ha

Thanks for this roadmap , Pls make video on Coursera best courses in different domain👍

Amezing bro it's very helpful for me as a aiml beginner

Java T point- java basics Pepcoding: dsa level-1 dsa practice- InterviewBit LeetCode- Top 150 Interview questions Leetcode weekly costests.

Sir daily how many hours should we spent in it?

Currently I am in my first year and I don't have knowledge about any computer language. what should I do, please help me 🙏🙏😭😭

Bahut badiya 🎉🎉

Thank for the information and sources like to meet you soon please conduct a meet up in Bengaluru whenever you are free ❤😊

Thank you so much for this video Bhaiya ❤❤

bhaiya I am learning web dev. rn but my friends say that its timr waste to learn it and instead learn AIML what should i do first

Kon se best coding language hai

Hello bro i am umemployed from 2021 can you please tell me what should i do