Weather Prediction System (Part-05) using Machine Learning & FastAPI | NSDA Level-6 Project скачать в хорошем качестве

Weather Prediction System (Part-05) using Machine Learning & FastAPI | NSDA Level-6 Project

Hello Everyone 👋 Welcome to this complete AI Project tutorial. In this video, I have explained a full **Weather Prediction System using Machine Learning & FastAPI**. This project is designed as a *real-world, end-to-end AI project* and is also suitable for **NSDA Level-6 Artificial Intelligence practical assessment**. 🔹 What you will learn from this video: ✅ Weather dataset analysis and preprocessing ✅ Handling categorical data using Label Encoding ✅ Machine Learning model training (Logistic Regression, Decision Tree, Random Forest) ✅ Detecting Overfitting & Underfitting ✅ Model evaluation and performance comparison ✅ Saving trained ML models using Joblib ✅ Deploying ML model as an API using FastAPI ✅ Testing API using Swagger UI ✅ Publishing project on GitHub and Kaggle 🔹 Project Use Case: This system predicts whether it will rain tomorrow based on historical weather data. The trained model is deployed as a REST API, making it ready for real-world applications. 🔹 Who is this video for? ✔️ NSDA Level-6 AI students ✔️ Machine Learning beginners ✔️ Python learners ✔️ AI / ML project builders ✔️ Anyone who wants to learn model deployment 🔹 Technologies Used: Python, Pandas, NumPy Scikit-learn FastAPI Joblib 🎯 এই ভিডিওটি কাদের জন্য? 👨‍🎓 Students 👨‍💻 Beginners 🤖 AI / ML Learners 📊 Data Science Learners 💼 Job / Internship Candidates 📂 Project Resources: GitHub Repository: (https://github.com/ronimahabub2021/We...) Kaggle Notebook: (https://www.kaggle.com/code/ronimahab...) ▶️ Watch More from the Channel 📌 Deploy ML Model as API | FastAPI + Render (Complete Guide) 👉 Deploy ML Model as API: FastAPI + Render 📌 Population Data Analysis using Python 👉 [ • Population Data Analysis using Python | AI... ]( • Population Data Analysis using Python | AI... ) 📌 Local Folder থেকে GitHub এ Push করার সহজ পদ্ধতি | Beginner Friendly Bangla Tutorial 👉 [   • Local Folder থেকে GitHub এ Push করার সহজ প...  ] 📌 Weather Prediction System (Part-01) using Machine Learning & FastAPI | NSDA Level-6 Project 👉 [   • Weather Prediction System (Part-01) using ...  ] 📌 Weather Prediction System (Part-02) using Machine Learning & FastAPI | NSDA Level-6 Project 👉 [   • Weather Prediction System (Part-02) using ...  ] 📌 Weather Prediction System (Part-03) using Machine Learning & FastAPI | NSDA Level-6 Project 👉 [   • Weather Prediction System (Part-03) using ...  ] 📌 Weather Prediction System (Part-04) using Machine Learning & FastAPI | NSDA Level-6 Project 👉 [   • Weather Prediction System (Part-04) using ...  ] 👍 If you find this video helpful: Like 👍 Share 🔁 Subscribe 🔔 for more AI & Machine Learning projects ❤️Thank you for watching! 🔖 Tags / Hashtags #machine learning project #weather prediction system #ai project bangla #fastapi machine learning #nsda level 6 ai #python ai project #ml project deployment #weather prediction python