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Machine Learning Tutorial | Machine Learning Training | Edureka | Machine Learning Rewind - 2

Machine Learning
16 Views · 2 years ago

🔥Machine Learning Training with Python: https://www.edureka.co/machine....-learning-certificat
This Edureka video on Machine Learning Tutorial will give you an introduction to Machine Learning with practical examples.

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About the Course :

Edureka’s Machine Learning Course using Python is designed to make you grab the concepts of Machine Learning. The Machine Learning training will provide deep understanding of Machine Learning and its mechanism. As a Data Scientist, you will be learning the importance of Machine Learning and its implementation in python programming language. Furthermore, you will be taught of Reinforcement Learning which in turn is an important aspect of Artificial Intelligence. You will be able to automate real life scenarios using Machine Learning Algorithms. Towards the end of the course we will be discussing various practical use cases of Machine Learning in python programming language to enhance your learning experience.
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Why Learn Machine Learning with Python?

Data Science is a set of techniques that enables the computers to learn the desired behavior from data without explicitly being programmed. It employs techniques and theories drawn from many fields within the broad areas of mathematics, statistics, information science, and computer science. This course exposes you to different classes of machine learning algorithms like supervised, unsupervised and reinforcement algorithms. This course imparts you the necessary skills like data pre-processing, dimensional reduction, model evaluation and also exposes you to different machine learning algorithms like regression, clustering, decision trees, random forest, Naive Bayes and Q-Learning.
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Who should go for this Course?

Edureka’s Python Machine Learning Certification Course is a good fit for the below professionals:
Developers aspiring to be a ‘Machine Learning Engineer'
Analytics Managers who are leading a team of analysts
Business Analysts who want to understand Machine Learning (ML) Techniques
Information Architects who want to gain expertise in Predictive Analytics
'Python' professionals who want to design automatic predictive models
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What is Machine Learning? | Machine Learning Tutorial | Machine Learning Basics | Simplilearn

Generative AI
16 Views · 2 years ago

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This video on What is Machine Learning will make you understand the basics of Machine Learning and how Machine Learning works. By the end of this tutorial, you will be able to understand the different types of Machine Learning algorithms and some of the breakthroughs in the Machine Learning field. You will also learn what machine learning has to offer in terms of career opportunities in this machine learning tutorial.

This Machine Learning tutorial video will cover the following topics:

00:00 - 00:55 Real-life applications of Machine Learning
00:55 - 01:56 Challenges before Machine Learning
01:56 - 02:41 How did Machine Learning evolve?
02:41 - 03:48 Why Machine Learning / Machine Learning benefits
03:48 - 04:48 What is Machine Learning?
04:48 - 05:22 Types of Machine Learning
05:22 - 08:44 Machine Learning algorithms
08:44 - 12:57 Breakthroughs in Machine Learning
12:57 - 14:38 Machine Learning future
14:30 - 15:26 Machine Learning career
15:26 - 17:10 Machine Learning job trends

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What is Machine Learning?
Machine Learning is a method that enables computers to imitate and adapt human-like behaviour, just like you and me. It isn’t programmed to perform a task. It analyses the data it has received previously, learns from it, and makes predictions or decisions for the problem scenario. In a way, the computer is training itself to perform a task the right way, after it learns everything it can from the data.

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Attention mechanism: Overview

Machine Learning
16 Views · 2 years ago

This video introduces you to the attention mechanism, a powerful technique that allows neural networks to focus on specific parts of an input sequence. Attention is used to improve the performance of a variety of machine learning tasks, including machine translation, text summarization, and question answering.

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What Is Prompt Engineering? | Introduction to Prompt Engineering In 6 Minutes | Simplilearn

Machine Learning
16 Views · 2 years ago

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Welcome to Simplilearn's Introduction to Prompt Engineering video! In this video, we'll take a few minutes to explain what prompt engineering is and why it's becoming a game-changer in the world of AI. From understanding the basics of prompt engineering to exploring some of the most common use cases, we'll cover everything you need to know to get started with this exciting topic. So, let's dive in and explore the world of prompt engineering together!

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➡️ About Post Graduate Program In AI And Machine Learning

This AI ML course is designed to enhance your career in AI and ML by demystifying concepts like machine learning, deep learning, NLP, computer vision, reinforcement learning, and more. You'll also have access to 4 live sessions, led by industry experts, covering the latest advancements in AI such as generative modeling, ChatGPT, OpenAI, and chatbots.

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How ChatGPT Works? | Working of ChatGPT in 6 Minutes | ChatGPT For Beginners | Simplilearn

Machine Learning
16 Views · 2 years ago

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This video by Simplilearn on How ChatGPT Works?covers the mechanism behind ChatGPT. From this video, we will understand the evolution of chatGPT.Alongside we will learn about the algorithms and models behind chatGPT, how chatGPT can resolve problems in coding, advantages, and disadvantages of chatGPT.

Don't forget to take the quiz at 5:15!

✅ 00:00 - How ChatGPT Works?
✅ 00:57 - What is ChatGPT?
✅ 01:20 - Evolution of ChatGPT
✅ 01:55 - How does ChatGPT work?
✅ 04:19 - Applications of ChatGPT
✅ 04:42 - Limitations of ChatGPT

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GPT aka Generative Pre-training Transformer has come a long way. Before the introduction of GPT, Natural Language Processing was used to deal with specific tasks with large amounts of data.ChatGPT uses deep learning techniques to generate human-like text. It is based on the machine learning model derived from the class called the Large Language Model.

ChatGPT is a byproduct of instrutGPT. InstructGPT introduced a strategy for integrating human feedback into the training process to match model outputs. This innovative technology made chatGPT exceptional.ChatGPT possesses the ability to automate content creation on social media, create chatbots on e-commerce sites, provide medical assistance by acting as a symptom checker, write code, and assist a developer.

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➡️ About Post Graduate Program In AI And Machine Learning

This AI ML course is designed to enhance your career in AI and ML by demystifying concepts like machine learning, deep learning, NLP, computer vision, reinforcement learning, and more. You'll also have access to 4 live sessions, led by industry experts, covering the latest advancements in AI such as generative modeling, ChatGPT, OpenAI, and chatbots.

✅ Key Features

- Post Graduate Program certificate and Alumni Association membership
- Exclusive hackathons and Ask me Anything sessions by IBM
- 3 Capstones and 25+ Projects with industry data sets from Twitter, Uber, Mercedes Benz, and many more
- Master Classes delivered by Purdue faculty and IBM experts
- Simplilearn's JobAssist helps you get noticed by top hiring companies
- Gain access to 4 live online sessions on latest AI trends such as ChatGPT, generative AI, explainable AI, and more
- Learn about the applications of ChatGPT, OpenAI, Dall-E, Midjourney & other prominent tools

✅ Skills Covered

- ChatGPT
- Generative AI
- Explainable AI
- Generative Modeling
- Statistics
- Python
- Supervised Learning
- Unsupervised Learning
- NLP
- Neural Networks
- Computer Vision
- And Many More…

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GenAI Essentials – Full Course for Beginners

Generative AI
16 Views · 2 years ago

Learn the essentials of working with AI in the cloud from @ExamProChannel. This comprehensive course covers the complete generative AI development lifecycle - from fundamental concepts through practical implementation, including prompt engineering, development tools, deployment, optimization, and advanced topics like RAGs and AI agents.

More course info: https://www.exampro.co/exp-genai-001

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⭐️ Contents ⭐️
- 00:00:00 Introduction
- 00:54:16 AI and ML Fundamentals
- 03:02:21 Gen AI Primer
- 03:32:55 Data and ML
- 03:47:56 LLM Basics
- 04:12:22 AI Powered Assistants
- 04:24:42 Env Setup
- 06:12:17 Prompt Engineering
- 07:00:25 WorkBenches and Playgrounds
- 07:44:09 Model as a Service
- 08:36:26 LLM DevTools and Workflow
- 11:52:07 AI Code Assistants
- 14:04:37 App Prototyping
- 17:21:06 Containers
- 18:12:43 Serving
- 18:19:51 AI Delivery Platform
- 19:40:45 GenAI Hardware
- 19:50:21 Framework
- 19:51:49 LLM Customization
- 19:52:35 SFT
- 19:56:25 Size Optimization
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RAG Explained

Generative AI
16 Views · 2 years ago

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Cloud Computing Full Course | Cloud Computing Roadmap | Cloud Computing Projects | Simplilearn

Machine Learning
16 Views · 2 years ago

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This Video on Cloud Computing Full course by simplilearn will help you learn the basics of cloud computing. this Simplilearn video is a complete tutorial for cloud computing engineers. It begins with an introduction to cloud computing, followed by a detailed explanation of AWS and its features. Next, you'll explore a roadmap to becoming a cloud engineer, along with insights into cloud security. The video also covers cloud service models and a comparison of AWS vs. Azure. Moving ahead, you'll find exciting cloud computing project ideas to enhance your portfolio. Lastly, the video discusses essential cloud computing certifications to help you advance your career. This comprehensive tutorial is designed to equip you with the skills and knowledge needed to excel in the field of cloud computing.

00:00:00 Introduction to Cloud Computing
00:05:23 What is Cloud Computing
00:10:15 What is AWS?
00:19:36 How to become Cloud Engineer
03:20:20 Cloud Computing Tutorial
03:26:51 What is Cloud Security
08:14:18 Cloud Computing Service Models
08:24:35 AWS Vs Azure
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08:40:13 Cloud Computing Certifications

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➡️ About AWS Cloud Practitioner Course
AWS Cloud Practitioner course is for individuals seeking an overall understanding of Amazon Web Services Cloud, independent of specific technical roles. To build AWS Cloud knowledge, you will learn about AWS Cloud concepts, services, security, architecture and support. This course also helps prepare for the AWS Certified Cloud Practitioner exam. Providers: Microsoft Azure, AWS, and GCP.

Key Features
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✅ Self-paced learning videos authored by AWS
✅ Live online training from AWS Authorized Instructors
✅ 1-day Instructor-Led Training Course for accelerated learning

Skills Covered
✅ AWS Cloud Adoption Framework
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✅ Storage and databases
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✅ Amazon Cloud
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Learning Path
✅ Lesson 01: Introduction to Amazon Web Services
✅ Lesson 02: Compute in the Cloud
✅ Lesson 03: Global Infrastructure and Reliability
✅ Lesson 04: Networking
✅ Lesson 05: Storage and Databases
✅ Lesson 06: Security
✅ Lesson 07: Monitoring and Analytics
✅ Lesson 08: Pricing and Support
✅ Lesson 09: Migration and Innovation
✅ Lesson 10: AWS Certified Cloud Practitioner Basics

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KL Divergence - How to tell how different two distributions are

Generative AI
16 Views · 11 months ago

Correction (10:26). The probabilities are wrong. The correct ones are here:
For Die 1: 0.4^4 * 0.2^2 * 0.1^1 * 0.1^1 * 0.2^2
For Die 2: 0.4^4 * 0.1^2 * 0.2^1 * 0.2^1 * 0.1^2
For Die 3: 0.1^4 * 0.2^2 * 0.4^1 * 0.2^1 * 0.1^2

Kullback Leibler (KL) divergence is a way to measure how far apart two distributions are.
In this video, we learn KL-divergence in a simple way, using a probability game with dice.

Shannon entropy and information gain: https://www.youtube.com/watch?v=9r7FIXEAGvs&t=1066s&pp=ygUic2hhbm5vbiBlbnRyb3B5IGluZm9ybWF0aW9uIHRoZW9yeQ%3D%3D

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The Gini Impurity Index explained in 8 minutes!

Generative AI
16 Views · 11 months ago

The Gini Impurity Index is a measure of the diversity in a dataset. In this short video you'll learn a very simple way to calculate it using probabilities.

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This Tiny Model is Insane... (7m Parameters)

Generative AI
16 Views · 11 months ago

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