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Udemy

Data and AI (Azure Databricks)

via Udemy

Overview

Work with Apache Spark and Build Custom Machine Learning, Deep Learning, GenAI models and RAG Chatbots

What you'll learn:
  • Data Analytics with Apache Spark in Azure Databricks
  • Machine Learning with Azure Databricks
  • Deep Learning with Azure Databricks
  • Generative AI with Azure Databricks
  • Implementation of complex concepts like RAG, Hyperparameter tuning, Model Serving with Azure Databricks

Unlock the transformative potential of Azure Databricks with this comprehensive course on Data Analytics, Machine Learning, Deep Learning, and Generative AI. Designed for professionals and enthusiasts, this course equips you with cutting-edge skills to harness the power of Apache Spark and seamlessly integrate it with Azure Databricks for data-driven solutions.

Azure Databricks, a unified analytics platform, is revolutionizing how businesses analyze data and deploy machine learning at scale. This course dives deep into its robust features, helping you process large datasets with Apache Spark and extract meaningful insights in real time.

You will explore the full spectrum of machine learning and deep learning applications, from predictive modeling to advanced neural networks. Learn to train, optimize, and deploy models effectively while mastering Databricks’ MLflow for seamless model management and tracking.

But we don’t stop there! The course also delves into Generative AI, the forefront of AI innovation. Understand how to leverage generative models to create text, images, and synthetic data for diverse use cases. From foundational concepts to advanced implementations, you'll learn to build intelligent systems that think, learn, and generate.

Key highlights of the course:

  • Comprehensive introduction to Azure Databricks and its architecture.

  • Real-time data analytics with Apache Spark.

  • Building scalable machine learning pipelines.

  • Deep learning fundamentals and applications in Azure.

  • Harnessing Generative AI for innovative solutions.

  • Hands-on projects and real-world scenarios for practical understanding.

Whether you're a data engineer, machine learning practitioner, or an AI enthusiast, this course is your gateway to mastering modern data science and artificial intelligence with Azure Databricks. Join now and elevate your career to the next level!


Syllabus

  • Introduction
  • Important Concepts
  • Data Analytics using Apache Spark and SQL
  • Machine Learning and Deep Learning using Azure Databricks
  • Generative AI Essentials
  • Generative AI and Azure Databricks
  • Agents with Azure Databricks
  • Multi-Agent Systems with Semantic Kernel SDK

Taught by

Kuljot Singh Bakshi

Reviews

4.6 rating at Udemy based on 344 ratings

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