Gradient Calculation Project | PyTorch & TensorFlow Implementation

Manual gradients use derivatives and the chain rule step-by-step. PyTorch computes gradients automatically with Autograd (backward()). TensorFlow uses GradientTape to track operations and calculate gradients. --- 💻 Source Code & Notebooks: https://github.com/edumentordeepti/For-Youtubers --- ⏱️Chapter/TimeStamp⏱️ 00:00 - intro 00:37 - how to set up google colab compute usage? 03:31 - how to set up data for simple linear function for gradient? 04:30 - how to get manual training loop for gradient? 08:00 - how to calculate gradient using PyTorch? 12:27 - how to calculate gradient using TensorFlow? 13:55 - outro --- ▶️ Channel Link : https://www.youtube.com@EduMentorDeepti 📚 Playlists: ▶️ Complete AI and ML: https://www.youtube.complaylistlist=PLJHzgC_PCyXx3KWBK_P4hi_-BNEryZc2m ▶️ Deep Learning Complete Playlist (Beginner to Advanced + Projects): https://www.youtube.com/playlist?list=PLJHzgC_PCyXzs_EuoEcaHeKzRCnzXxjVp ▶️ Machine Learning: https://www.youtube.complaylistlist=PLJHzgC_PCyXytx6o8Rm62PR_qkQZC2t0g ▶️ Data Science: https://www.youtube.complaylistlist=PLJHzgC_PCyXxe4v_H2iuC6hSWBfs6BsNJ ▶️ Python for AI: https://www.youtube.complaylistlist=PLJHzgC_PCyXyLv-DeF4kpBFgrvHhWUm5j --- ✉️ Email Us – [email protected] --- #AI #ArtificialIntelligence #MachineLearning #DeepLearning #DataScience #LearnAI #AIForBeginners #TechEducation #Coding #Python #Programming #Developer #AIProjects #Tech #Innovation #FutureTech #Automation #NeuralNetworks #GradientDescent #Backpropagation #edumentordeepti #edumentor #deepti --- DISCLAIMER This video is created for educational purposes only. We do not own any copyrights, all code, resources shared are for learning only and all rights go to their respective owners. Please respect licenses and terms of use when implementing in your projects. The usage is non-commercial and we do not make any profit from it. The sole purpose of this vides is to Learn & Grow... together in the field of Artificial Intelligence and Machine Learning..