Become better at machine learning in 5 min/ week 👉🏻 https://borismeinardus.substack.com/

Learning machine learning is really hard, but during my 3.5 years of studying ML, I learned 5 secrets that made understanding ML much easier and helped me a lot in "mastering" it!
In this video, I will share these 5 secrets with you, so that you don't have to spend years figuring them out yourself.
Enjoy 💛

⬇️ Follow me on my other socials and feel free to DM questions! ⬇️
🔹 LinkedIn: https://www.linkedin.com/in/bo....ris-meinardus-ba2302
🐦 Twitter: https://twitter.com/BorisMeinardus

================== Timestamps ================
00:00 - Intro
00:29 - The Secret to Math 1
03:32 - The Secret to Math 2
05:36 - The Secret to Coding
07:53 - The Secret to Understanding Code
10:13 - The Secret to Mastering ML
=============================================

#ai #datascience #machinelearning

A complete guide to the mathematics behind neural networks and backpropagation.

In this lecture, I aim to explain the mathematical phenomena, a combination of linear algebra and optimization, that underlie the most important algorithm in data science today: the feed forward neural network.

Through a plethora of examples, geometrical intuitions, and not-too-tedious proofs, I will guide you from understanding how backpropagation works in single neurons to entire networks, and why we need backpropagation anyways.

It's a long lecture, so I encourage you to segment out your learning time - get a notebook and take some notes, and see if you can prove the theorems yourself.

As for me: I'm Adam Dhalla, a high school student from Vancouver, BC. I'm interested in how we can use algorithms from computer science to gain intuition about natural systems and environments.

My website: adamdhalla.com
I write here a lot: adamdhalla.medium.com
Contact me: adamdhalla@protonmail.com

Two good sources I recommend to supplement this lecture:

Terence Parr and Jeremy Howard's The Matrix Calculus You Need for Deep Learning: https://arxiv.org/abs/1802.01528

Michael Nielsen's Online Book Neural Networks and Deep Learning, specifically the chapter on backpropagation http://neuralnetworksanddeeple....arning.com/chap2.htm

ERRATA----
I'm pretty sure the Jacobians part plays twice - skip it when you feel like stuff is repeating, and stop when you get to the part about the "Scalar Chain Rule" (00:24:00).

And, here are the timestamps for each chapter mentioned in the syllabus present at the beginning of the course.

PART I - Introduction
--------------------------------------------------------------
00:00:52 1.1 Prerequisites
00:02:47 1.2 Agenda
00:04:59 1.3 Notation
00:07:00 1.4 Big Picture
00:10:34 1.5 Matrix Calculus Review
00:10:34 1.5.1 Gradients
00:14:10 1.5.2 Jacobians
00:24:00 1.5.3 New Way of Seeing the Scalar Chain Rule
00:27:12 1.5.4 Jacobian Chain Rule

PART II - Forward Propagation
--------------------------------------------------------------
00:37:21 2.1 The Neuron Function
00:44:36 2.2 Weight and Bias Indexing
00:50:57 2.3 A Layer of Neurons

PART III - Derivatives of Neural Networks and Gradient Descent
--------------------------------------------------------------
01:10:36 3.1 Motivation & Cost Function
01:15:17 3.2 Differentiating a Neuron's Operations
01:15:20 3.2.1 Derivative of a Binary Elementwise Function
01:31:50 3.2.2 Derivative of a Hadamard Product
01:37:20 3.2.3 Derivative of a Scalar Expansion
01:47:47 3.2.4 Derivative of a Sum
01:54:44 3.3 Derivative of a Neuron's Activation
02:10:37 3.4 Derivative of the Cost for a Simple Network (w.r.t weights)
02:33:14 3.5 Understanding the Derivative of the Cost (w.r.t weights)
02:45:38 3.6 Differentiating w.r.t the Bias
02:56:54 3.7 Gradient Descent Intuition
03:08:55 3.8 Gradient Descent Algorithm and SGD
03:25:02 3.9 Finding Derivatives of an Entire Layer (and why it doesn't work well)

PART IV - Backpropagation
--------------------------------------------------------------
03:32:47 4.1 The Error of a Node
03:39:09 4.2 The Four Equations of Backpropagation
03:39:12 4.2.1 Equation 1: The Error of the last Layer
03:46:41 4.2.2 Equation 2: The Error of any layer
04:03:23 4.2.3 Equation 3: The Derivative of the Cost w.r.t any bias
04:10:55 4.2.4 Equation 4: The Derivative of the Cost w.r.t any weight
04:18:25 4.2.5 Vectorizing Equation 4
04:35:24 4.3 Tying Part III and Part IV together
04:44:18 4.4 The Backpropagation Algorithm
04:58:03 4.5 Looking Forward

Don't click this: https://tinyurl.com/bde5k7d5

💚 Link to Code: https://www.patreon.com/greencode

How I Learned This: https://nnfs.io/ (by the awesome @sentdex )

I'm not an AI expert by any means, I probably have made some mistakes. So I apologise in advance :)

Also, I only used PyTorch to test the forward pass. Apart from that, everything else is written in pure Python (+ use of Numpy).


⭐ Other Social Media Links:
🔊 Discord: https://discord.gg/JsFRUtfMzq
🐦 Twitter: https://twitter.com/theGreenCoding
📸 Instagram: https://www.instagram.com/greencodecodes/
🎵 Tiktok: https://www.tiktok.com/@greencodecodes

🔊 Music I Used in this Video: https://share.epidemicsound.com/7i1d0b



Current Subs: 14,219

In this beginner-friendly crash course, I’ll show you how to use real-world data with Python to create something cool from scratch.

Timeline:

00:00 - Getting Started
0:54 - What is Machine Learning
3:19 - Machine Learning Pipeline
7:18 - Popular ML Libraries & Tools
12:42 - Importing Data
20:17 - Jupyter Shortcuts
25:16 - A Real Machine Learning Problem
29:13 - Preparing the Data
32:34 - Learning & Predicting
37:28 - Calculating Model Accuracy
44:10 - Persisting Models
48:32 - Visualizing Decision Trees

Playlist Link: https://www.youtube.com/watch?v=rE9XJGakAUM&list=PLNIQLFWpQMRVKC_zohdgl3pjDk4rlN3jc

🚩 Subscribe ➜ https://bit.ly/45IwoxJ

👇 Follow Me On Social Media:

Github: https://github.com/harishneel1
LinkedIn: https://www.linkedin.com/in/harishneel/
Instagram: https://www.instagram.com/hari....sh_neel?igsh=MXEwNXA

Was this video on Python using Machine Learning helpful? Let me know your thoughts in the comments.

#python #artificialintelligence #machinelearning

MIT Introduction to Deep Learning 6.S191: Lecture 1
*New 2024 Edition*
Foundations of Deep Learning
Lecturer: Alexander Amini

For all lectures, slides, and lab materials: http://introtodeeplearning.com/

Lecture Outline
0:00​ - Introduction
7:25​ - Course information
13:37​ - Why deep learning?
17:20​ - The perceptron
24:30​ - Perceptron example
31;16​ - From perceptrons to neural networks
37:51​ - Applying neural networks
41:12​ - Loss functions
44:22​ - Training and gradient descent
49:52​ - Backpropagation
54:57​ - Setting the learning rate
58:54​ - Batched gradient descent
1:02:28​ - Regularization: dropout and early stopping
1:08:47 - Summary

Subscribe to stay up to date with new deep learning lectures at MIT, or follow us on @MITDeepLearning on Twitter and Instagram to stay fully-connected!!

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Join Jeff Crume as he dives into the distinctions between Artificial Intelligence (AI), Machine Learning (ML), Deep Learning (DL), and Foundation Models and how these technologies have evolved over time. He also explores the latest advancements in Generative AI, including large language models, chatbots, and deepfakes - and clarifies common misconceptions, simplifies complex concepts, and discusses the impact these technologies have on various fields.

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🚀 Dive into the world of Excel like never before with the power of ChatGPT! 📊 Whether you're a seasoned spreadsheet pro or just starting your Excel journey, this video is your gateway to unleashing the full potential of Microsoft Excel. 🔍 In this tutorial, we'll explore innovative ways to streamline your data management using ChatGPT, the cutting-edge language model from OpenAI. From time-saving shortcuts to advanced formula magic, you'll learn how to elevate your Excel game to new heights.

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Welcome to our in-depth tutorial on Ethical HackerGPT! In this video, we'll explore HackerGPT, a specialized version of ChatGPT designed specifically for cybersecurity and ethical hacking. With cyberattacks occurring every 39 seconds and causing billions in damages, HackerGPT provides crucial tools and knowledge to protect against these threats. Discover how HackerGPT can guide you through a variety of topics, including performing security assessments, ethical hacking techniques, and scripting for system security. HackerGPT adheres strictly to ethical guidelines, ensuring all guidance aligns with legal and professional standards. Learn how to become a skilled cybersecurity professional, equipped to defend against cyber threats ethically and effectively. Join us for this engaging and informative tutorial, and enhance your cybersecurity skills with HackerGPT.

Here in this Ethical HackerGPT Tutorial, we cover the following topics:

00:00 Introduction to Cyber Security
02:10 Exploring Ethical Hacker GPT
04:33 Asking General Cybersecurity prompts from Ethical HackerGPT
06:05 Asking Ethical Hacking prompts from Ethical HackerGPT
07:33 Asking Scripting and Automation prompts from Ethical HackerGPT
09:39 Asking Specific Security Tools prompts from Ethical HackerGPT
10:47 Asking Incident Response prompts from Ethical HackerGPT
12:40 Asking Advanced Topics prompts from Ethical HackerGPT
15:55 Asking Cybersecurity Policies and Compliance prompts from Ethical HackerGPT

FAQs

1. What is HackerGPT and how does it work?
HackerGPT is a specialized version of ChatGPT designed for cybersecurity and ethical hacking. It provides guidance on a wide range of security topics, including vulnerability assessments, ethical hacking techniques, and scripting for system security. HackerGPT helps users understand and mitigate potential cyber threats while adhering to legal and ethical guidelines.

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Yes, HackerGPT is designed to follow strict ethical guidelines. It does not provide assistance for any queries deemed unethical or illegal. Its purpose is to help users learn and practice cybersecurity techniques responsibly, ensuring all guidance aligns with legal and professional standards.

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➡️ Cyber Security Expert
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In this video on chatgpt for developers unlock the potential of ChatGPT for your projects with this concise video guide. Learn the fundamentals, explore practical examples, and integrate AI seamlessly into your applications. Whether you're a novice or an expert, this tutorial will help you harness the power of ChatGPT to create dynamic and engaging user experiences.

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➡️ About Post Graduate Program In AI And Machine Learning

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In this ChatGPT in Cybersecurity video, we delve into the role of ChatGPT in the realm of cybersecurity. Discover how this powerful language model assists in threat detection, vulnerability assessment, and incident response. Gain insights into the innovative ways ChatGPT is shaping the future of cybersecurity. Join us to explore the fascinating intersection of AI and cybersecurity.

Here in this ChatGPT in Cybersecurity video, we start with:

00:00 INtroduction to Cyberrsecurity and Artificial Intelligence
02:11 What is ChatGPT?
02:49 Uses of ChatGPT in Cybersecurity
08:12 Hands on Lab Demonstration

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This chatgpt for digital marketing course will guide you will essential techniques for seo and content creation for your digital marketing needs.
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00:00 ChatGPT For Digital Marketing
04:03 ChatGPT for marketing
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Chat GPT for Programming by simplilearn is dedicated for aspiring software developers and web developers to understand the fundamentals of Programming Using ChatGPT. This ChatGPT For Beginners by simplilearn, is a roadmap for creating a compelling YouTube description for a channel focused on programming with ChatGPT can enhance your visibility and engagement.

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- 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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Dashboard in Excel - https://www.youtube.com/watch?v=QyNo__lufoU

This video by simplilearn in ChatGPT Made This Excel Dashboard help you in building an Interactive Sales Analysis Dashboard with Slicers. Welcome to our latest Excel tutorial! In this video, we'll guide you through the process of creating a dynamic and visually appealing sales analysis dashboard using Excel. Whether you're a marketing analyst, business professional, or anyone looking to elevate their data presentation skills, this tutorial is tailored just for you.

📊 What You'll Learn:

How to set up a pivot table for sales data.
Creating compelling charts to represent month-on-month sales, county-wise sales, region-wise sales, and more.
Adding slicers for easy and interactive data filtering.
Enhancing the dashboard's aesthetics and functionality.
🔍 Key Features:

Understand the importance of pivot tables for data summarization.
Learn the step-by-step process of creating various charts to analyze different aspects of sales data.
Implement slicers to allow effortless filtering and exploration of your data.
Tips for formatting and designing a professional-looking dashboard.
🛠️ Tools Used:

Microsoft Excel
📈 Who Should Watch:

Marketing Analysts
Business Professionals
Data Enthusiasts
Anyone wanting to master Excel for data analysis and visualization
📚 Resource Links:

Link to relevant marketing strategies
🕒 Timestamps:

00:00 Introduction
01:12 Setting up Pivot Tables
03:45 Creating Charts for Sales Analysis
06:20 Adding Slicers for Interactivity
08:45 Dashboard Formatting Tips

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#ExcelDashboard #ExcelForBEginners #ExcelDashboardTutorial #ExcelTutoring #ExcelTraining #HowToMakeDashboardInExcel #2024 #Simplilearn

➡️ About Post Graduate Program In Business Analysis
This Post Graduate Program in Business Analysis is for professionals looking to pursue a Business Analysis career, understand business analysis techniques, get hands-on experience, and for experienced analysts looking to learn the latest tools and frameworks used by Agile teams.

✅ Key Features
- Certificate from Simplilearn in collaboration with Purdue University
- Become eligible to be part of the Purdue University Alumni Association
- Master Classes delivered by Purdue faculty
- Earn 35 PDs/CDUs post completion of the CBAP® module
- Harvard Business Publishing case studies of Pearson, CarMax, EvCard, etc.
- Capstone from 3 domains and 14+ projects
- Simplilearn Career Service helps you get noticed by top hiring companies
- Get mentored and network with Business Analyst from Amazon, Microsoft, and Google

✅ Skills Covered
- Business Analysis
- Elicitation and Collaboration
- BRD FRD and SRS Document Creation
- Requirements Analysis
- Planning and Monitoring
- Requirements Life Cycle Management
- Strategy Analysis
- Wireframing
- Solution Evaluation
- Dashboarding
- Data Visualization
- Agile scrum methodology
- Scrum Artifacts
- Statistical Analysis using Excel
- SQL Database
- Python
- Data analysis
- Digital Transformation

👉 Learn More At: https://www.simplilearn.com/pgp-business-analysis-certification-training-course?utm_campaign=18Feb2024ChatGPTMadeThisExcelDashboard&utm_medium=Description&utm_source=youtube

🔥🔥 *Interested in Attending Live Classes? Call Us:* IN - 18002127688 / US - +18445327688

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Explore the capabilities of AI with our latest YouTube video on ChatGPT's revolutionary memory feature. In this How To Use ChatGPT Memory comprehensive video, we detail how ChatGPT remembers information from your past interactions to tailor and enhance your ongoing experiences. We'll guide you through how this memory mechanism captures essential information and seamlessly integrates it into future discussions. Through vivid real-life scenarios, we demonstrate the practical applications of this technology—from improving project management to customizing educational content and remembering personal preferences. This video is perfect for anyone curious about the practical impacts of AI in daily life and those interested in the technical aspects of how AI can adapt and learn over time. Tune in to discover how ChatGPT's memory is making AI interactions more intuitive and impactful.

In this How To Use ChatGPT Memory video, we start with:
00:00:00 Introduction to ChatGPT Memory Feature
00:01:18 Features of ChatGPT's Memory Feature
00:01:48 How to enable and Manage ChatGPT's Memory Feature
00:03:39 Introducing Temporary Chat Feature
00:06:21 Applications of ChatGPT's Memory Feature using prompts
00:10:52 Delete or Remove ChatGPT's Memory
00:15:31 Other Examples of ChatGPT's Memory Feature using prompts

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⏩ Check out More AI Videos By Simplilearn: https://youtube.com/playlist?l....ist=PLEiEAq2VkUULyr_

➡️ 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…

👉 Enroll Now: https://www.simplilearn.com/pgp-ai-machine-learning-certification-training-course?utm_campaign=10May24HowToUseChatGPTMemory&utm_medium=Description&utm_source=youtube
🔥🔥 *Interested in Attending Live Classes? Call Us:* IN - 18002127688 / US - +18445327688
✅ Inspiring Success Stories of Simplilearn's Learners: https://www.simplilearn.com/reviews?utm_campaign=10May24HowToUseChatGPTMemory&utm_medium=Description&utm_source=youtube

🔥Professional Certificate Program in Generative AI and Machine Learning - IITG (India Only) - https://www.simplilearn.com/iitg-generative-ai-machine-learning-program?utm_campaign=y4wh1vbtYp8&utm_medium=DescriptionFirstFold&utm_source=Youtube
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In this, How To Integrate ChatGPT with WhatsAppvideo, we will learn how to connect ChatGPT, the powerful language model developed by OpenAI, with WhatsApp on a Windows operating system. This ChatGPT On WhatsApp tutorial will guide you through the step-by-step process of setting up the integration, including installing the necessary software and configuring the settings. By the end of this ChatGPT integration video, you can use ChatGPT to generate responses to WhatsApp messages in real-time. This will allow you to automate your messaging and save time, making it easier to handle large numbers of messages at once

In this ChatGPT Whatsapp Integration Video, We will cover the following topics:

00:00 Introduction to Integrate ChatGPT in WhatsApp
00:39 Demonstration of our Project
04:23 Simplilearn Course Promotion
05:05 Quiz Question
05:44 Download the required files from Git
06:13 Create a folder for our project
07:20 Install Python for the project
08:52 Install Golang for the project
11:54 Install and Import Libraries
14:33 Download and Install gcc compiler
16:53 Hands-on Demonstration

🔥Link to source code files: https://github.com/abhisarahuj....a/Integrate_ChatGPT_

🔥Link to download gcc compiler: https://jmeubank.github.io/tdm-gcc/

While announcing the chatbot, OpenAI wrote on its announcement page, “We’ve trained a model called ChatGPT which interacts in a conversational way. The dialogue format makes it possible for ChatGPT to answer follow-up questions, admit its mistakes, challenge incorrect premises, and reject inappropriate requests.”

#ChatGPT #IntegrateChatGPTWithWhatsApp #ChatGPTWhatsAppTutorial #WhatsAppIntegration #ChatGPTTutorial #ChatGPTPython #PythonTutorial #Python #PythonProjects #GoLang #GoLangProjects #PythonForBeginners #AI #Simplilearn

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⏩ Check out more Python videos: https://youtube.com/playlist?l....ist=PLEiEAq2VkUUJO27

➡️ 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…

👉 Learn More At: https://www.simplilearn.com/pgp-ai-machine-learning-certification-training-course?utm_campaign=20FebHowToIntegrateChatGPTWithWhatsapp&utm_medium=Description&utm_source=youtube

🔥Professional Certificate Program in Generative AI and Machine Learning - IITG (India Only) - https://www.simplilearn.com/iitg-generative-ai-machine-learning-program?utm_campaign=IgPij4yFu_0&utm_medium=DescriptionFirstFold&utm_source=Youtube
🔥Purdue - Ai And Machine Learning Post Graduate Certificate Program - https://www.simplilearn.com/applied-ai-course?utm_campaign=IgPij4yFu_0&utm_medium=DescriptionFirstFold&utm_source=Youtube

As of the latest data available on the web there are 100 Million users of ChatGPT. Not just 100 Million, its 100 Million and on growing! So hey everyone welcome to the chatgpt tutorial for beginners by Simplilearn. In this video *ChatGPT Tutorial For Beginners* we will discuss what is chatgpt, GPT 4, and working of chatgpt. Moving ahead with the course we will see use of chatgpt in various domain like seo, marketing, and web development, everything explained with handon demo. However, we will share the best tips and tricks of chatgpt.

00:00 ChatGPT Tutorial For Beginners
01:36 Introduction to ChatGPT
11:04 How does ChatGPT work?
What is GPT 4?
15:02 How to use ChatGPT for SEO?
01:06:58 ChatGPT for Marketing
01:17:18 How To Use ChatGPT For Web Development
01:32:57 Can ChatGPT Solve LeetCode Problems?
03:00:32 Top 20 ChatGPT Tips and Tricks
03:17:19 9 Ways to Make Money Online Using ChatGPT
03:41:11 Will ChatGPT and Bard Take Over SEO?

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⏩ Check out the Artificial Intelligence training videos: https://youtube.com/playlist?l....ist=PLEiEAq2VkUULa5a

#ChatGPTExpertCourse #ChatGPT Expert #ChatGPT #ChatGPTForBeginners #ChatGPT #Chat_GPT #ChatGPTTutorial #ChatGPTForBeginners #Simplilearn

➡️ About Caltech Post Graduate Program In AI And Machine Learning

Designed to boost your career as an AI and ML professional, this program showcases Caltech CTME's excellence and IBM's industry prowess. The artificial intelligence course covers key concepts like Statistics, Data Science with Python, Machine Learning, Deep Learning, NLP, and Reinforcement Learning through an interactive learning model with live sessions.

✅ Key Features

- Simplilearn's JobAssist helps you get noticed by top hiring companies
- PGP AI & ML completion certificate from Caltech CTME
- Masterclasses delivered by distinguished Caltech faculty and IBM experts
- Caltech CTME Circle Membership
- Earn up to 22 CEUs from Caltech CTME
- Online convocation by Caltech CTME Program Director
- IBM certificates for IBM courses
- Access to hackathons and Ask Me Anything sessions from IBM
- 25+ hands-on projects from the likes of Twitter, Mercedes Benz, Uber, and many more
- Seamless access to integrated labs
- Capstone projects in 3 domains
- 8X higher interaction in live online classes by industry experts

✅ Skills Covered

- Statistics
- Python
- Supervised Learning
- Unsupervised Learning
- Recommendation Systems
- NLP
- Neural Networks
- GANs
- Deep Learning
- Reinforcement Learning
- Speech Recognition
- Ensemble Learning
- Computer Vision

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🔥🔥 *Interested in Attending Live Classes? Call Us:* IN - 18002127688 / US - +18445327688