CSE 7th Sem | Machine Learning | Unit 5 Scalable Machine Learning | Bengali

Описание: Welcome to BONGINEERING – ইঞ্জিনিয়ারিং সহজপাঠ!
আজকের ভিডিওতে আমরা Machine Learning-এর অত্যন্ত গুরুত্বপূর্ণ এবং modern topic —
Unit 5: Scalable Machine Learning (Online and Distributed Learning) নিয়ে আলোচনা করবো।
এই lecture টি তৈরি করা হয়েছে CSE Department, 7th Semester, WBSCTVESD University syllabus অনুযায়ী।

🎓 Scalable learning systems crucial for real-world AI systems that handle large-scale data efficiently.

🌟 What You’ll Learn in This Video

🔹 What is Scalable Machine Learning?
🔹 Difference between Batch Learning and Online Learning
🔹 Online Learning Algorithms — stochastic gradient descent (SGD), online gradient descent
🔹 Distributed Learning — Parallel and MapReduce techniques
🔹 Advantages of Distributed Machine Learning for big data
🔹 Case studies: Apache Spark, Hadoop, and TensorFlow for scalable ML
🔹 Real-life examples explained in Bengali + English mix

🎙️ Podcast Name: BONGINEERING
🔖 Tagline: "ইঞ্জিনিয়ারিং সহজপাঠ"
📢 Why This Topic Matters?

As data grows, traditional machine learning methods struggle to keep up.
Scalable machine learning methods allow us to train models efficiently on massive datasets using online and distributed learning.
এই video টি তোমাকে AI এবং big data analytics-এর জন্য essential techniques শিখতে সাহায্য করবে।

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