Machine Learning Project | Log Classification System Using Deepseek R1 LLM, NLP, Regex, BERT

End-to-end machine learning project for beginners with source code. We will build a log classification system using a hybrid classification approach that utilizes BERT + Logistic regression, Regex, and LLM to classify the log text. We will also use DBScan clustering to identify prominent regex patterns. 👉 Check out PyCharm, the IDE designed with data and ML professionals in mind: https://jb.gg/try_pycharm 👉 Free 3-Month Personal Subscription for PyCharm with “PyCharm4codebasics”: https://jb.gg/pycharm_codebasics 👉 Free 1-Month Personal Subscription for JetBrains AI Pro with “AIA4Codebasics”: https://jb.gg/pycharm_codebasics Redeem on new purchases before Feb 01, 2026 Code: https://github.com/codebasics/project-nlp-log-classification ⭐️ Timestamps ⭐️ 00:00 Introduction 01:33 Problem Statement 10:31 Tech Architecture 18:09 Data Exploration 20:05 PyCharm Professional Installation 22:20 DB Scan Clustering 43:17 BERT Embeddings + Logistic Regression 50:27 Putting it all together 1:12:44 README and requirements file 1:17:08 FastAPI Backend 1:21:23 Resume Description Do you want to learn technology from me? Check https://codebasics.io/?utm_source=description&utm_medium=yt&utm_campaign=description&utm_id=description for my affordable video courses. Need help building software or data analytics/AI solutions? My company https://www.atliq.com/ can help. Click on the Contact button on that website. 🎥 Codebasics Hindi channel: https://www.youtube.com/channel/UCTmFBhuhMibVoSfYom1uXEg #️⃣ Social Media #️⃣ 🧑‍🤝‍🧑 Discord for Community Support: https://discord.gg/r42Kbuk 📸 Codebasics' Instagram: https://www.instagram.com/codebasicshub/ 📝 Codebasics' Linkedin : https://www.linkedin.com/company/codebasics/ ------ 📝 Dhaval's Linkedin : https://www.linkedin.com/in/dhavalsays/ 📝 Hem's Linkedin: https://www.linkedin.com/in/hemvad/ 📽️ Hem's Instagram for daily tips: https://www.instagram.com/hemvadivel/ 📸 Dhaval's Personal Instagram: https://www.instagram.com/dhavalsays/ 🔗 Patreon: https://www.patreon.com/codebasics?fan_landing=true