In this video, we'll go through data preprocessing steps for 3 different datasets. We'll also go in depth on a dimensionality reduction technique called Principal Component Analysis.

Coding challenge for this video:
https://github.com/llSourcell/....How_to_Make_Data_Ama

Charles-David's Winning Code:
https://github.com/alkaya/earthquake-cotw

Siby Jack Grove's Runner-up code:
https://github.com/sibyjackgro....ve/Earthquake_predic

Please subscribe. And like. And comment. That's what keeps me going.

More Learning Resources:
http://www.cs.ccsu.edu/~markov..../ccsu_courses/datami
http://www.slideshare.net/jaso....nrodrigues/data-prep
http://iasri.res.in/ebook/win_....school_aa/notes/Data
http://staffwww.itn.liu.se/~ai....dvi/courses/06/dm/le
http://ufldl.stanford.edu/wiki..../index.php/Data_Prep
http://machinelearningmastery.....com/how-to-prepare-d
https://plot.ly/ipython-notebo....oks/principal-compon

Public datasets:
https://github.com/caesar0301/....awesome-public-datas
https://aws.amazon.com/public-datasets/
http://archive.ics.uci.edu/ml/index.html
https://dreamtolearn.com/ryan/1001_datasets

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MIT Introduction to Deep Learning 6.S191: Lecture 4
Deep Generative Modeling
Lecturer: Ava Amini
** New 2025 Edition **

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

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

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In this 🔥 Help Me Write - A New Gmail Feature video, we explore the incredible "Help Me Write" feature introduced in Gmail. With the power of artificial intelligence, this tool suggests relevant phrases, complete sentences, and even entire paragraphs as you type, making email composition effortless and efficient. It also acts as your personal grammar and spelling assistant, ensuring error-free communication. Join us as we dive into the details of this groundbreaking feature and learn how to use it effectively. Say goodbye to writer's block and hello to polished emails with Gmail's "Help Me Write"!

In this Help Me Write - A New Gmail Feature video we start with:

00:00 Introduction to Help Me Write Feature
02:23 Unleashing the Power of "Help Me Write"
03:06 Usage of "Help Me Write"
05:24 Efficiency of "Help Me Write"
06:11 Benefits and Best Practices of the Feature
07:18 Key Tips to Use the Feature
07:39 Limitations of "Help Me Write"

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✅ About Post Graduate Program In AI And Machine Learning Course:

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What skills will you learn from this Machine Learning course?

By the end of this Machine Learning course, you will be able to:
1. Master the concepts of supervised, unsupervised and reinforcement learning concepts and modeling.
2. Gain practical mastery over principles, algorithms, and applications of Machine Learning through a hands-on approach which includes working on 28 projects and one capstone project.
3. Acquire thorough knowledge of the mathematical and heuristic aspects of Machine Learning.
4. Understand the concepts and operation of support vector machines, kernel SVM, naive Bayes, decision tree classifier, random forest classifier, logistic regression, K-nearest neighbors, K-means clustering and more.
5. Be able to model a wide variety of robust Machine Learning algorithms including deep learning, clustering, and recommendation systems

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Excel Full Course For Beginners by simplilearn is dedicated to help aspiring data analysts and business analysts to learn the Excel Basics. This Excel Basics Training Course 2023 by Simplilearn will cover the filters, sorting, data formatting, condtional formatting, data validations, lookup functions, pivot tables and much more.

00:00:00 Excel Basic Knowledge
00:05:22 How To Lock(Protect) Cells In Excel
00:23:31 Excel Print Page Setup
00:27:51 Goal Seek In Excel
00:30:20 How To Freeze Row In Excel Tutorial
00:48:20 Charts In Excel
00:51:40 Conditional Formatting In Excel
00:57:24 How to Count Colored Cells in Excel?
01:24:08 Data Validation In Excel
02:04:10 Excel Lookup Tutorial
02:06:22 How to implement Vstack Function In Excel
02:10:47 How To Convert PDF To Excel
02:13:20 Excel Round Off Formula
02:15:47 Combining Data From Multiple Cells In Excel
02:19:13 DateDif In Excel Explained
02:23:08 How To Change Date Format In Excel (dd/mm/yyyy) To (mm/dd/yyyy)
02:26:41 How to Create a Pivot Table Using Multiple Sheets in Excel
02:31:05 Slicers In Excel
03:09:53 Excel Tips And Tricks 2021
03:17:30 SUMIFS Formula in Excel
03:28:36 How to Create Drop Down List In Excel?
03:35:29 Excel Budget Template 2021
03:45:37 Excel MIS Report
04:42:54 Excel Power Query Tutorial For Beginners
05:10:53 Pivot Tables In Excel

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➡️ Data Analytics Bootcamp
The Caltech Data Analytics Bootcamp is ideal for working professionals from all backgrounds. Develop core skills such as mastering excel, creating data-driven presentations, data manipulation with SQL, analyzing data with Python, and data visualization with Tableau. Learn data analysis with tools such as AWS.

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In this video, we will build a Vision Language Model (VLM) from scratch, showing how a multimodal model combines computer vision and natural language processing for vision QA. GitHub below ↓

Want to support the channel? Hit that like button and subscribe!

GitHub Link of the Code
https://github.com/uygarkurt/VLM-PyTorch

Dataset
https://huggingface.co/dataset....s/uygarkurt/simple-i

Implement and Train ViT From Scratch for Image Recognition - PyTorch
https://youtu.be/Vonyoz6Yt9c

Implement Llama 3 From Scratch - PyTorch
https://youtu.be/lrWY4O5kUTY

Fine-Tune Visual Language Models (VLMs) - HuggingFace, PyTorch, LoRA, Quantization, TRL
https://youtu.be/3ypHZayanBI

ViT (Vision Transformer) - An Image Is Worth 16x16 Words (Paper Explained)
https://youtu.be/8phM16htKbU

What should I implement next? Let me know in the comments!

00:00 VLM Explanation
04:42 Downloading Dataset
06:39 Imports
10:09 Hyperparameters
12:37 Data Processing
16:03 ViT Definition
19:05 VLM Implementation
41:40 Sample Inference
45:20 Data Loaders
52:46 Training Loop
57:50 Inference

References
https://github.com/AviSoori1x/seemore

Buy me a coffee! ☕️
https://ko-fi.com/uygarkurt

What exactly is Agentic AI? In this video, we will go through an extremely simple explanation of Agentic AI. We will compare Agentic AI systems with Workflows that use LLMs but are not agentic in nature.

00:00 Introduction
00:13 RAG Based AI System
01:06 Tool Augmented AI System
02:08 Agentic AI System
08:02 Agentic AI Apps with Code
09:31 Low Code Agentic AI
11:16 AI Agent vs Agentic AI
11:42 Gen AI vs Agentic AI

Anthropic agent guide: https://www.anthropic.com/engi....neering/building-eff
RAG and tool ammended AI system project 1: https://youtu.be/CO4E_9V6li0?si=4BhXW9c6HnPC2uww
RAG and tool ammended AI system project 2: https://youtu.be/jLM6n4mdRuA?si=oKer2d5eyixiTgF5
Agno reasoning agent: https://docs.agno.com/reasonin....g/reasoning-agents#r

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✅ Become Better than 99% of People in Claude by using Base44 https://base44.pxf.io/c/6440076/3820726/25619?trafcat=agent&sharedid=agent8

In this video, I break down how to build AI agents in 14 minutes using Claude, even if you're a complete beginner. You’ll learn how to build an AI agent step by step, including how to build an AI agent with Claude using practical workflows powered by Claude Code. I also walk you through a simple AI agent tutorial, a beginner-friendly Claude Code tutorial, and explain Claude Code for beginners so you can start building your own AI agents faster and more efficiently.

00:00 - Intro: Building AI Agents in 14 Minutes
01:46 - The Problem with Raw Code AI Agent Development
04:14 - Why Base44 & Claude Beat Traditional Frameworks
05:50 - Live Build: Restaurant Customer Service AI Agent
07:19 - The 4 Core Capabilities of an AI Agent
10:19 - Defining the AI Agent's Architecture & Role
11:54 - Base44 Dashboard & Claude Opus 4.8 Setup
13:05 - Free AI App Development Masterclass
15:10 - Configuring AI Personality & Tone
16:08 - Uploading the Business Knowledge Base
17:06 - Setting Conversation Flow & Human Escalation Logic
20:34 - Task Execution: Automating the Booking System
22:09 - Automated CRM Lead Collection
23:09 - Setting Up Takeout & Dining Order Processing
24:14 - Live Testing: Verifying the AI Agent Workflow
26:45 - Multi-Channel Integration: Connecting WhatsApp
27:39 - Multi-Channel Integration: Connecting Telegram
28:35 - Tracking ROI with AI Agent Analytics
29:18 - API Deployment & Going Live

📩 For inquiries: Mikey (at) ytmedia.group

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Fri 17:05 | Re-run : Sun 04:30, 12:40 (Seoul, UTC+9)
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This video on Business Analyst and Excel Full Course is curated in collaboration with leading Business Data Analysis oriented organizations and real-time industry experts. The Full Course on Business Analytics and Excel will deliver you the top-notch Data and Business Analytics skills in demand and required by the current IT industries. The tutorial will help you gain the critical Excel and Business Analytics fundamentals, skills, tips, and tricks that will help you stand out during your interview and successfully bag your dream job.

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⏩ Check out the Business Analytics tutorial videos: https://bit.ly/3hQFfDP

#BusinessAnalystFullCourse #BusinessAnalystTraining #BusinessAnalystTrainingForBeginners #BusinessAnalystCourse #BusinessAnalyst #BusinessAnalytics #ExcelRoundOffFormula #HowToRoundOffValuesInExcel #HowToRoundOffDecimalNumbers #RoundingDecimals #ExcelBasics #Excel #MicrosoftExcel #ExcelTutorial #ExcelTutorialForBeginners #LearnExcel #ExcelForBeginners #Simplilearn


Who Is A Business Analyst?
A business analyst understands the business problems and identifies the solutions that will maximize the organization's value to its stakeholders. A business analyst is an individual who works closely with the technology team to improve the quality of the services being delivered. They ensure the customer needs are correctly interpreted and translated into application. They possess programming, SQL, and business intelligence skills to deliver data-driven solutions.

Post Graduate Program in Business Analysis:
Get your business analysis career started with our Post Graduate Program in Business Analysis, in partnership with Purdue University. This business analysis certification program helps you build extensive business expertise with real-world projects and prepares you for the business analyst role. This Post Graduate Program in Business Analysis will help you master business analysis techniques, Agile Scrum methodologies, SQL database, and visualization tools, including Excel, Power BI, and Tableau. You will learn about business analysis planning and monitoring, build interactive dashboards and understand the competencies of a Business Analyst.

Program Details:
Jumpstart your career as a Business Analysis Professional with this comprehensive curriculum covering the concepts of business analysis tools and techniques, statistics fundamentals, interaction with databases using SQL, and data visualization using excel, Power BI, and Tableau.

Key Features:
✅ Purdue Post Graduate Program Certification
✅ Purdue Alumni Association Membership
✅ Masterclasses from Purdue faculty
✅ Enrollment in Simplilearn’s JobAssist
✅ Get noticed by the top hiring companies
✅ Case Studies from Harvard Business Publishing Education
✅ Obtain 35 IIBA PDs/CDUs and 25 PMI PDUs
✅ 170+ hours of Applied Learning
✅ 11+ hands-on projects
✅ Capstone project in 3 domains

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Get the Simplilearn app: https://simpli.app.link/OlbFAhqMqgb

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

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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?

✅ Subscribe to our Channel to learn more about the top Technologies: https://bit.ly/2VT4WtH

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#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

👉 Enroll Now: https://www.simplilearn.com/artificial-intelligence-masters-program-training-course?utm_campaign=17August2023ChatGPTTutorialForBeginners&utm_medium=Description&utm_source=youtube
🔥🔥 *Interested in Attending Live Classes? Call Us:* IN - 18002127688 / US - +18445327688

This Claude Code Tutorial teaches you what I wish I knew as a software developer about Claude Code before I started AI coding. Get started here: https://clau.de/kevinstratvert

You can vibe code with other tools, or you can build durable software with tools like Claude Code. First, I'll walk you through how to install it on Mac or Windows.

Next, you’ll connect Claude Code to VS Code and learn how to build your first app - including how best to structure your prompts and what details are useful for Claude to know.

You'll review Claude's Plan mode like a senior engineer and learn how to work faster once you trust the changes it makes.

Next, you'll learn how to use Claude Code with an existing codebase - focusing on how to get it to analyze your coding standards so future changes are consistent. (Heavy use of CLAUDE.md)

Finally, you’ll execute a major architecture change and learn how best to work with Claude Code throughout the process.

Host: David DeWinter
Sponsor: Anthropic

📚 RESOURCES
Commands and Prompts to Copy ➜ https://drive.google.com/drive..../folders/1ZFRZcOCfep
CLAUDE.md guidance ➜ http://humanlayer.dev/blog/wri....ting-a-good-claude-m
Claude Code Best Practices by Anthropic ➜ https://www.anthropic.com/engi....neering/claude-code-

⌚ TIMESTAMPS
0:00 - Install Claude Code
2:08 - Create New App
7:56 - Existing App
11:48 - Architecture Change
14:31 - Your Next Steps

📩 NEWSLETTER
- Get the latest high-quality tutorial and tips and tricks videos emailed to your inbox each week: https://kevinstratvert.com/newsletter/

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MIT 6.100L Introduction to CS and Programming using Python, Fall 2022
Instructor: Ana Bell

View the complete course: https://ocw.mit.edu/courses/6-....100l-introduction-to
YouTube Playlist: https://www.youtube.com/playli....st?list=PLUl4u3cNGP6

An introduction to what computation is, python basics, mathematical operations, and python variables and types. We explore python objects and python programs.

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0) Introduction 00:00
1) Visual Recognition with a Fashion Dataset 2:30
2) Pneumonia Detection using CNNs 12:12
3) Using Cycle-GAN for Changing the genre of a music track 21:33
4) Earthquake Forecasting using Deep Learning 31:23
5) Detecting Malaria 40:54
6) A Neural Network for Fundamental Analysis 49:46

Class project presentations by students in the Stat 453: Introduction to Deep Learning class. See the titles and chapter bookmarks below.

(This video replaces a previous upload with the same title where the last talk was accidentally truncated.)

This Complete Machine Learning Course video will help you understand and learn Machine Learning in detail. This Machine Learning Tutorial is ideal for both beginners as well as professionals who want to master Machine Learning concepts & practice.

All presentation files for the Machine Learning course as PDF for as low as ₹200 (INR): https://forms.gle/VeD1hi5e2n6Ced236

Github repository link for Colab Notebooks: https://github.com/siddhardhan....23/Complete-Machine-

All Datasets Link: https://drive.google.com/drive..../folders/1NEs0rpFelf

Timestamp for the topics covered in this Machine Learning Course video:

00:00 Introduction
4:22 AI vs ML vs DL
9:40 Types of Machine Learning
16:05 Supervised Learning & its Types
21:34 Unsupervised Learning & its Types
27:55 Deep Learning
36:11 Google Colaboratory - basics
45:53 Python Basics
1:08:36 Basic Data types in Python
1:28:40 List, Tuple, Set, Dictionary
1:55:36 Operators in Python
2:14:50 If Else Statement in Python
2:28:42 Loops in Python
2:44:20 Functions in Python
2:59:16 Numpy Tutorial
3:44:03 Pandas Tutorial
4:33:06 Matplotlib Tutorial
5:01:25 Seaborn Tutorial
5:37:34 Data Collection for ML
5:50:46 Importing datasets through Kaggle API
6:05:15 Handling Missing Values
6:29:58 Data Standardization
6:49:30 Label Encoding
7:06:56 Train Test Split
7:19:16 Handling Imbalanced Dataset
7:38:24 Feature Extraction of Text data
7:52:03 Numerical dataset processing
8:11:42 Textual data Processing
8:47:12 ML Use case 1: Rock vs Mine Prediction
9:35:35 ML Use case 2: Diabetes Prediction
10:38:53 ML Use case 3: Spam Mail Prediction


Machine Learning Projects Playlist: https://youtube.com/playlist?l....ist=PLfFghEzKVmjvuSA

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🔥 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐒𝐭𝐚𝐭𝐢𝐬𝐭𝐢𝐜𝐬 𝐃𝐚𝐭𝐚 𝐒𝐜𝐢𝐞𝐧𝐜𝐞 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧 𝐂𝐨𝐮𝐫𝐬𝐞 (Use code: "𝐘𝐎𝐔𝐓𝐔𝐁𝐄𝟐𝟎"): https://www.edureka.co/data-sc....ience-certification-
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00:26:02 Statistics - Measures of Spread
00:32:22 Statistics - Hands-on
00:33:26 Statistics - Information Gain
00:38:32 Statistics - Inferential Statistics

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⏩ NEW Top 10 Technologies To Learn In 2023 - https://youtu.be/udD_GQVDt5g

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#statistics #statisticsfordatascience #datascience #edureka

Got a question on the topic? Please share it in the comment section below and our experts will answer it for you.

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This video will introduce you to SQL Server. The tutorial will give you insights into the usage of SQL Server. You will get to know about SQL Server editions. Further, you will learn about the advantages of SQL Server Instances. The demonstration examples will educate you more on the topic.

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What is SQL Server?
Usage of SQL Server
SQL Server Editions
Advantages of SQL Server Instances
Hands-on Demonstration

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SQL Certification Training Course:
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This video tutorial on probability and statistics gives a basic overview of the chi-square distribution. It explains how to use the chi-square distribution to conduct goodness of fit test to determine whether the null hypothesis should be accepted or rejected.

In this video, we will discuss -
00:00 Research and Null Hypothesis
01:19 Expected and Observed Frequency
01:47 Chi-Square Test
03:56 Example

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#ChiSquareTest #WhatIsChiSquareTest #ChiSquareTestTutorial #ChiSquareTestExplained #ProbabilityAndStatistics #ProbabilityTutorial #StatisticsTutorial #StatisticsBasics #LearnStatistics #Simplilearn

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Sometimes, a large language model is too much horse, so to speak. For tasks that are smaller in scope and more fine-tuned for a specific task, a small language model, or SLM, might be a better fit. SLMs are cheaper than LLMs, so they're great for smaller businesses or just automation tasks that don't need all the bells and whistles an LLM offers.

🔎 Read more:
SLM defined ➡️ https://www.techtarget.com/wha....tis/definition/small

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Understanding AI Agents doesn't require a technical background. This video breaks down the evolution from basic LLMs like #ChatGPT to AI Workflows and finally to true #AI Agents through practical, real-world examples.

Learn the key differences between these technologies and discover how concepts like RAG and ReAct actually work in simple terms. Perfect for regular AI users who want to understand how these emerging technologies will impact their daily lives.

*TIMESTAMPS*
00:00 AI vs. AI Agents
01:04 Level 1: LLMs
02:17 Level 2: AI Workflows
05:26 Level 3: AI Agents
07:48 Real-world Example
09:10 Summary

*RESOURCES MENTIONED*
Helena Liu's AI Workflow Tutorial: https://youtu.be/H0YRniHh2tg
Andrew Ng's AI Agent Demo: https://youtu.be/KrRD7r7y7NY

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