consciousml/linear-regression-from-scratch

Linear regression from scratch using Pytorch.

Hi there ✌️,

I'm a Senior MLOps Engineer with 5+ years of experience in building robust and scalable Machine Learning products.

𝗖𝗼𝗻𝘀𝗰𝗶𝗼𝘂𝘀𝗠𝗟 𝗕𝗹𝗼𝗴 ✍️ Drawing from my real-world experience, I write articles to help you build and manage production AI systems effectively.

On this blog, you'll find:

○ 𝙸𝚗-𝚍𝚎𝚙𝚝𝚑 𝙰𝚛𝚝𝚒𝚌𝚕𝚎𝚜: I aim to simplify complex topics related to MLOps, Software Engineering, Data Engineering, and Machine Learning.

○ 𝙼𝙻𝙾𝚙𝚜 𝙱𝚎𝚜𝚝 𝙿𝚛𝚊𝚌𝚝𝚒𝚌𝚎𝚜: Understand how to build modern infrastructures to support your AI applications and automate ML workflows.

○ 𝚃𝚘𝚘𝚕𝚜 𝚊𝚗𝚍 𝙵𝚛𝚊𝚖𝚎𝚠𝚘𝚛𝚔𝚜 𝚁𝚎𝚟𝚒𝚎𝚠𝚜: Learn about the latest tools to build, deploy, and scale ML models.

○ 𝙿𝚛𝚊𝚌𝚝𝚒𝚌𝚊𝚕 𝚃𝚞𝚝𝚘𝚛𝚒𝚊𝚕𝚜: Step-by-step guides to help you get started with the best MLOps tools.

Let me help you improve your technical skills and solve real-world problems: ⇒ Ring the bell 🔔 and 𝘀𝘂𝗯𝘀𝗰𝗿𝗶𝗯𝗲 to 𝗖𝗼𝗻𝘀𝗰𝗶𝗼𝘂𝘀𝗠𝗟!

𝗪𝗵𝗮𝘁 𝗜 𝗱𝗼 👨‍💻

○ 𝚃𝚎𝚌𝚑𝚗𝚒𝚌𝚊𝚕 𝚆𝚛𝚒𝚝𝚒𝚗𝚐: I write long-form articles on MLOps to help you build real-world AI systems. I have the privilege to work form the #1 MLOps blog: Neptune AI. 💪

○ 𝙼𝙻𝙾𝚙𝚜: I leverage modern MLOps practices to build infrastructures to support AI applications and automate ML workflows.

○ 𝙳𝚊𝚝𝚊 𝙴𝚗𝚐𝚒𝚗𝚎𝚎𝚛𝚒𝚗𝚐: I'm experienced in building reproducible data pipelines for machine learning.

○ 𝚂𝚘𝚏𝚝𝚠𝚊𝚛𝚎 𝙴𝚗𝚐𝚒𝚗𝚎𝚎𝚛𝚒𝚗𝚐: I have advanced software skills in Python and regularly maintained large-scale ML repositories.

𝗖𝗮𝗿𝗲𝗲𝗿 𝗣𝗮𝘁𝗵 🚀

𝟏. 𝙼𝙻 𝚁𝚎𝚜𝚎𝚊𝚛𝚌𝚑𝚎𝚛: Worked as a research scientist on medical imaging and multi-object tracking.

𝟐. 𝙲𝚘𝚖𝚙𝚞𝚝𝚎𝚛 𝚅𝚒𝚜𝚒𝚘𝚗 𝙴𝚗𝚐𝚒𝚗𝚎𝚎𝚛: Developed production real-time person tracking systems for retail applications.

𝟑. 𝚂𝚎𝚗𝚒𝚘𝚛 𝙼𝙻𝙾𝚙𝚜 𝙴𝚗𝚐𝚒𝚗𝚎𝚎𝚛: Designed infrastructure to automate ML workflows and scale models in production, including a near real-time recommendation system for waste management.

𝟒. 𝚃𝚎𝚌𝚑 𝙻𝚎𝚊𝚍: Currently leading a team of 4 data scientists on ML and MLOps best practices.

𝟓. 𝙲𝚘𝚗𝚝𝚎𝚗𝚝 𝙲𝚛𝚎𝚊𝚝𝚘𝚛: I built the 𝗖𝗼𝗻𝘀𝗰𝗶𝗼𝘂𝘀𝗠𝗟 𝗕𝗹𝗼𝗴 from the ground up, where I regularly post in-depth articles on production ML.

🤝 𝗟𝗲𝘁'𝘀 𝗖𝗼𝗻𝗻𝗲𝗰𝘁

Feel free to reach out and connect! I'm always open for a chat and potential collaborations.