Announcement: New Book by Luis Serrano! Grokking Machine Learning. bit.ly/grokkingML
40% discount code: serranoyt

A friendly introduction to Bayes Theorem and Hidden Markov Models, with simple examples. No background knowledge needed, except basic probability.
Accompanying notebook:
https://github.com/luisguiserrano/hmm

This video covers about Small Language Models with a cast study

⏱ Chapter Timestamps
====================
00:00 - Intro
00:28 - What is Small Language Model
02:31 - Need for SLMs?
03:00 - Case Study: Offline Applications
05:06 - SLMs in the market

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---------------------------------------------------------------
🔥 Disclaimer/Policy:
The content/views/opinions posted here are solely mine and the code samples created by me are open sourced.
You are free to use the code samples in Github after forking and you can modify it for your own use.
All the videos posted here are copyrighted. You cannot re-distribute videos on this channel in other channels or platforms.
#SmallLanguageModel #LLMs #RAG

🤖 Confused about AI agents and agentic AI? This video clears it up! AI agents are specific applications solving multi-step problems independently, while agentic AI is the entire research field making these agents possible. Think of AI agents as specific medicines and agentic AI as pharmaceutical science. Today's AI agents aren't AGI yet—they're specialized tools for specific purposes. Understanding these developments is essential as increasingly sophisticated agents emerge to automate various tasks. 🔍💡

#AIAgents #AgenticAI #ArtificialIntelligence #FutureTech #BusinessTechnology #AGI #TechTrends

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In this video, you'll learn exactly how to build five different AI agents across four different platforms and start selling them to businesses. I walk you through my exact experience scaling an AI agency to six figures in 14 months so you can turn technical skills into a highly profitable business.

We'll cover:
- The core foundations of AI agents, APIs, and how they actually think, decide, and act in the real world.
- Step-by-step tutorials on building 5 high-value AI agents: Lead Gen, Inbound Receptionist, Speed-to-Lead, Executive Assistant, and a Sales Lead Research Copilot.
- How to confidently price your AI agents based on the high ROI and value you provide, rather than hourly rates.
- Proven warm outreach, sales, and delivery strategies to land your first paying clients and retain them long-term.

Timestamps
00:00 - Introduction
01:27 - Foundations
30:20 - Build 1 (inspo by Eddie Chen)
59:17 - Build 2
01:33:07 - Build 3
02:04:39 - Build 4
02:49:24 - Build 5
03:25:10 - Monetization

Play, save & stream 4K movie videos free on PC with 5KPlayer:
https://www.5kplayer.com/video....-music-player/index.

-----------------------
I DO NOT OWN THIS CLIP
All rights owned by Universal Pictures
https://www.youtube.com/universalpictures

Wild life of Madagascar is just amazing. Are you ready for a new adventure? This amazing 8K wildlife documentary film will take you on a wonderful trip to Madagascar! Watch Madagascar's animals lying in the shade, hunting, eating, relaxing, or playing in the trees on a hot summer day. Get up close and personal with beautiful wildlife, enjoy the stunning island wildlife in 8K Ultra HD quality, and feel relaxed. Listen to the relaxing background music and let your imagination run to the wild. In this documentary film, you will see the most incredible and stunning animals. These are some of them: cat-eyed snakes, fossas, chameleons, leaf-tailed geckos, turtles, Malagasy Giant Sticks, different species of wild lemurs such as red ruffed lemur, and much more. Sticks Insects are really amazing creatures disguised as small tree branches. Look closely (59:54), it isn't eucalyptus branch, but unique stick's insect living in the wooded areas of island! You can see lemurs close up in the wild, and even take a look at lemur female with a baby (1:10:36). Our wildlife film will for sure help you spot these exceptional footage. You will plunge into the mysterious Madagascar's natural world full of dense forests, picturesque beaches, fabulous waterfalls, and calm rivers! Admire the gorgeous sunset on the island, listen to soothing nature sounds, and discover new countries with our team!

Video from: Republic of #Madagascar
Video Resolution: #8K
Video Type: nature documentary film
Filmmaker: Robert Hofmeyr
Assistant: Andrew Caldwell
Editor and Colorist: Andrii Mryha
Special THANKS to our professional filmmakers and editors for their fascinating, creative, hard, and challenging work.

Escape to wild nature and enjoy more Madagascar's #wildlife videos from http://proartinc.net and http://beautifulwashington.com

Soak in the views of Madagascar's nature face to face and from a bird’s eye view. You will see lots of local animals and spend your time in the most beautiful natural places on the Madagascar island. All these a unique nature scenes you can see in our 8K wildlife documentary film. Listen to the nature sounds and admire Madagascar's natural beauty. Enjoy almost 2 hours of wildlife whenever you want.
5 benefits of this wildlife documentary film:
1. Enjoy the wild animals in their natural habitats;
2. Get inspired by Madagascar's landscapes;
3. Take in the best wildlife watching moments;
4. Unwind and contact with wild nature;
5. Use this wildlife documentary as stunning video walls to create a relaxing atmosphere.
Explore Madagascar and its amazing wildlife on your Oled TV, Samsung 8K HDR TV, Sony 8K TV, LG 8K TV, etc. Relax with wild nature and use this 8K film as a beautiful background video, screensaver, or video walls for any waiting room/ relax room, office, dental clinic, public transport, pet shop, and other public places.

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Wide & Deep Learning (https://research.googleblog.co....m/2016/06/wide-deep- combines the power of memorization and generalization by jointly training wide linear models and deep neural networks. We've open-sourced the implementation with an easy-to-use API in TensorFlow. It's effective for generic large-scale regression and classification problems with sparse inputs, such as recommender systems, search, ranking problems and more. We hope you find it useful in your machine learning projects.

Check out our blog post with links to tutorials, code samples, and our research paper:
- Google Research Blog post: https://research.googleblog.co....m/2016/06/wide-deep-
- TensorFlow Linear Model Tutorial: https://www.tensorflow.org/tutorials/wide/
- TensorFlow Wide & Deep Learning Tutorial: https://www.tensorflow.org/tut....orials/wide_and_deep
- Research paper: http://arxiv.org/abs/1606.07792

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🔥 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐉𝐚𝐯𝐚𝐒𝐜𝐫𝐢𝐩𝐭 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐂𝐨𝐮𝐫𝐬𝐞: https://www.edureka.co/javascr....ipt-certification-tr
This Edureka video on What is JavaScript explains all the fundamentals of JavaScript with examples. This JavaScript tutorial for beginners also explains various features and applications of JavaScript in the following sequence:
00:00:00 Introduction
00:01:28 Origin of JavaScript
00:03:40 What is JavaScript?
00:05:56 What can JavaScript do?
00:07:02 JavaScript Frameworks
00:08:16 HTML vs CSS vs JavaScript
00:08:59 Benefits of JavaScript
00:10:26 JavaScript Fundamentals

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🔵 DevOps Engineer Masters Program: http://bit.ly/3Oud9PC
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🔵 Azure Cloud Engineer Masters Program: http://bit.ly/3AEBHzH

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🌕 Professional Certificate Program in DevOps with Purdue University: https://bit.ly/3Ov52lT

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🌕 Artificial and Machine Learning PGD with E&ICT Academy
NIT Warangal: http://bit.ly/3OuZ3xs

📢📢 𝐓𝐨𝐩 𝟏𝟎 𝐓𝐫𝐞𝐧𝐝𝐢𝐧𝐠 𝐓𝐞𝐜𝐡𝐧𝐨𝐥𝐨𝐠𝐢𝐞𝐬 𝐭𝐨 𝐋𝐞𝐚𝐫𝐧 𝐢𝐧 2023 𝐒𝐞𝐫𝐢𝐞𝐬 📢📢
⏩ NEW Top 10 Technologies To Learn In 2023 - https://youtu.be/udD_GQVDt5g

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About Course:

What is the best way to learn JavaScript?

Edureka’s JavaScript Certification Training is the best training module you need to master the technology and look to make a career in it. We also provide a plethora of free tutorials and blogs that will help you get started with JavaScript and cover the basics well.

What are the skills needed to master JavaScript?

There is no such skill-set required to master JavaScript. Having basic functional knowledge of HTML and CSS will be an add-on when you learn JavaScript.

Why take an online JavaScript Certification course? How is it better than an offline course?

Learning pedagogy has evolved with the advent of technology. Online training adds convenience and quality to the training module. With our 24x7 support system, our online learners will have someone to help them all the time even after the class ends. This is one of the driving factors to make sure that people achieve their end learning objective. We also provide life-time access to our updated course materials.

In this tutorial you will learn everything you need to fine tune (train) your GPT-2 Model. By training the model on specific texts you can improve the results quality by a large margin. Fine Tuning your GPT-2 Model is quite easy and can be done in a few simple steps.

First you need to download the repository from Github. After that you need to create a training.txt file including the data on which your model should be trained on. The next step is to convert the file into an npz format from which you can then train the model. After the GPT-2 model has been trained you can then copy the files into your final model and just run the sample code.


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This demo shows how to run large AI models from #huggingface on a Single GPU without Out of Memory error. Take a OPT-175B or BLOOM-176B parameter model .These are large language models and often require very high processing machine or multi-GPU, but thanks to bitsandbytes, in just a few tweaks to your code, you can run these large models on single node.

In this tutorial, we'll see 3 Billion parameter BLOOM AI model (loaded from Hugging Face) and #LLM inference on Google Colab (Tesla T4) without OOM.

This is brilliant! Kudos to the team.

bitsandbytes - https://github.com/TimDettmers/bitsandbytes
Google Colab Notebook - https://colab.research.google.....com/drive/1qOjXfQIAU

🔥𝐄𝐝𝐮𝐫𝐞𝐤𝐚'𝐬 𝐃𝐚𝐭𝐚 𝐄𝐧𝐠𝐢𝐧𝐞𝐞𝐫𝐢𝐧𝐠 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐂𝐨𝐮𝐫𝐬𝐞 (𝐔𝐬𝐞 𝐂𝐨𝐝𝐞: 𝐘𝐎𝐔𝐓𝐔𝐁𝐄𝟐𝟎) :
https://www.edureka.co/microso....ft-azure-data-engine
In this video on Azure Data Engineer Certification in 2024, you will learn the basics of who is an Azure Data Engineer, what are the necessary tools or skills you need to learn and which certifications are required, what salary can you expect as an Azure Data Engineer. It will guide you how to get started on your Azure Data Engineer journey.

📢📢 𝐓𝐨𝐩 𝟏𝟎 𝐓𝐫𝐞𝐧𝐝𝐢𝐧𝐠 𝐓𝐞𝐜𝐡𝐧𝐨𝐥𝐨𝐠𝐢𝐞𝐬 𝐭𝐨 𝐋𝐞𝐚𝐫𝐧 𝐢𝐧 𝟐𝟎𝟐𝟒 𝐒𝐞𝐫𝐢𝐞𝐬 📢📢
⏩ NEW Top 10 Technologies To Learn In 2024 - https://www.youtube.com/watch?v=vaLXPv0ewHU

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🔵 Angular Online Training: http://bit.ly/3EYcCTe

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🔵 DevOps Engineer Masters Program: http://bit.ly/3Oud9PC
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🔵 Post Graduate Program in DevOps with Purdue University: https://bit.ly/3Ov52lT

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👉This SQL course video is an SQL tutorial for beginners where you will learn SQL end to end. This SQL tutorial is all you need to get started with this technology.
🔥 Intellipaat SQL course: https://intellipaat.com/micros....oft-sql-server-certi
#SQLCourse #SQLTutorialforBeginners #LearnSQL #SQL #StructuredQueryLanguage

📝Following topics are covered in this SQL Tutorial video:
00:00 - SQL full course
01:13 - What is Data?
02:22 - What is Database?
04:15 - Why need a Database?
08:20 - Database Management System(DBMS)
10:19 - Introduction to SQL
11:40 - Relational Databases
14:17 - Sample SQL Query
16:20 - SQL vs NoSQL
18:00 - Applications of SQL
21:00 - Basics of SQL
21:28 - SQL Tables: Fields
21:58 - SQL Tables: Records
23:18 - SQL Tables: Datatypes
25:50 - CRUD Operations
26:42 - What can SQL do?
28:10 - CRUD Operation Demo
38:00 - Installation of SQL Server
45:32 - Data Types in SQL
46:10 - Different Data Types in SQL
51:30 - Create Table Syntax
54:16 - Insert Query Syntax
57:55 - Select Statement Syntax
01:00:53 - Select Distinct Syntax
01:02:20 - Where Clause in SQL
01:05:10 - Operators in SQL
01:17:37 - Functions in SQL
01:26:00 - Order By and Top Clause in SQL
01:29:40 - Group By Clause in SQL
01:33:13 - Having Clause in SQL
01:36:04 - Update Statement in SQL
01:39:24 - Delete Statement in SQL
01:41:18 - Truncate Statement in SQL
01:42:22 - Joins in SQL
02:02:43 - Union Operator in SQL
02:05:27 - Except Operator in SQL
02:07:10 - Intersect Operator
02:09:05 - Views in SQL
02:11:45 - Alter Table in SQL
02:14:32 - Merge Statement in SQL
02:20:10 - User Defined Functions in SQL
02:26:40 - Temporary Table in SQL
02:29:30 - Case Statement in SQL
02:34:23 - IIF Function in SQL
02:38:04 - Stored Procedure in SQL
02:43:16 - Exceptional Handling
02:43:25 - Try/Catch Blocks in SQL
02:47:45 - Transactions in SQL
02:52:38 - Database Administrator
02:52:50 - Roles of Database Administrator
02:54:22 - Types of DBA
02:56:12 - Intro to MS SQL Servers
03:02:24 - SQL Server Sysytem Databases
03:04:08 - Quiz
03:04:40 - Backup & Restore of Database
03:05:18 - Restoring "AdventureWoks" Database through GUI
03:07:25 - Recovery Models
03:18:54 - Quiz
03:19:17 - Dynamic Management Views
03:20:04 - Catagories of DMV's
03:24:30 - Activity Monitor
03:25:00 - Starting Activity Monitor
03:27:25 - System Monitor/Performance Monitor
03:30:20 - Working with SQL Server Profiler
03:32:02 - Quiz
03:32:36 - Data Integrity
03:32:52 - Categories of Data Integrity in SQL
03:33:45 - Index in SQL
03:34:15 - Types of Indexes in SQL
03:37:07 - Fragmentation in SQL
03:39:15 - Rebuilding in SSMS
03:40:43 - Quiz
03:40:56 - SQL Job Trend
03:41:20 - SQL Interview Questions

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Why should you opt for a SQL career?

SQL optimization has always been a popular topic in database management. SQL Database optimization can be an extremely difficult task, in particular for large-scale data wherever a minute variation can result or impact drastically on the performance. So learning this skill will definitely help you grab the best jobs in top MNCs after finishing Intellipaat SQL online training. The entire Intellipaat SQL course is in line with the industry needs.There is a huge demand for SQL certified professional. The salaries for SQL professional are very good. Hence this Intellipaat SQL database tutorial for beginners is your stepping stone to a successful career!
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🔵 Intellipaat Linux Course: https://intellipaat.com/linux-training/
In this Linux Administration Tutorial video, you will learn what is Linux, how to install Linux, how to setup kernel parameters, how to install & remove software, RPM in Linux, various commands in Linux, and various Linux services & systems in detail.

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The following topics are covered in this video:
00:00:00 - Linux Administration Tutorial
00:38:00 - Introduction to Linux
00:11:42 - Basics of Shell
00:17:47 - Top Shells in Linux
00:21:49 - Basics of Kernal
00:28:01- How to Install Linux?
00:29:39 - Quiz
00:59:54 - Quiz
01:17:22 - Basic Linux Commands
01:32:54 - Linux UI vs Terminal
01:37:14 - How to login to remote Linux?
01:41:46 - How to run a command as admin in Linux?
01:45:05 - Good to know commands in Linux
01:53:42 - Displaying - using Echo
02:00:08 - Set and unset a Variable
02:11:51 - Using Expr
02:17:15 - Header File of Shell Script - using Shebang (#!)
02:20:49 - Text Editors and Creating a File
02:25:24 - Hands-on: Creating and saving a file in Vim
02:28:21 - Understanding Linux File Permissions
02:47:17 - Chmod and Chown
03:00:41 - Displaying content in a File
03:11:46 - Unix Process Control Commands
03:34:41 - Linux Shell Scripting Tutorial
04:28:12 - Shell Scripting: Loops and Iterations
05:16:09 - Unix vs Linux
05:22:57 - Linux Interview Questions

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Got any questions about the Linux course or how to download Linux? Ask us in the comment section below.
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🔵 Why should you watch this Linux Tutorial?

Linux is a powerful open-source operating system that is being used by a large section of the corporate world. This OS ensures that you have the power to configure, manage and secure your systems. We are offering the top linux tutorial that has been created with extensive inputs from the industry experts so that you can learn linux easily.

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Since this Linux video with hands on can be taken by anybody, so if you are a software engineer and IT professionals, Linux developers and administrators, or a beginner in technology then you must watch these linux tutorials to take your skills to the next level.

🔵 Why should you opt for a Linux career?

If you want to fast-track your career then you should strongly consider Linux. The reason for this is that it is one of the fastest-growing technology. There is a huge demand for professionals in Linux. The salaries for Linux Professionals are fantastic. There is a huge growth opportunity in this domain as well. Hence this Intellipaat Linux tutorial is your stepping stone to a successful career!
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In this video we will cover the *Project management knowledge areas.* The 10 knowledge areas of project management includes - Project integration management, Project scope management, Project time management, Project cost Management, Project quality management, Project human resources management, Project communication management, Project risk management, Project stakeholder management and more.
✅ Why get PMP certified - Obtaining a PMP certification expands job opportunities in project management. Roles like project manager, program manager, and PMO manager become accessible across industries such as IT, construction, healthcare, finance, and manufacturing. PMP-certified professionals earn competitive salaries, with a 20% higher pay compared to non-certified project managers. In India, PMP salaries range from INR 12 lakh to INR 17 lakh per annum, while in the US, it's between $52,561 and $132,121 per year. Boost your career prospects by enhancing your project management expertise with PMP certification.

00:00 Project Management Knowledge Areas
05:17 Project management process
13:58 Project integration management
50:25 Project scope management
01:20:01 Project time management
02:01:09 Project cost Management
02:25:26 Project quality management
02:48:16 Project human resources management
03:13:05 Project communication management
03:25:24 Project risk management
03:33:28 Project stakeholder management

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This project management certificate program will cover strategization and management - project, program, risk, quality, complexity management, customer-centric digital transformation, PMO implementation, and agile and scrum skills; and allow you to earn 146 Professional Development Units (PDUs) for maintaining CCR for PMI certifications.

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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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This video on Machine Learning Full Course video by Simplilearn, will help begin with the basics of Artificial intelligence and machine learning. This Machine Learning Full Course begins with an Introduction to Machine Learning, that helps you with a complete guide to mastering machine learning concepts and applications. It begins with an explanation of what machine learning is and offers insights into how to learn AI and ML effectively. The course includes a deep learning tutorial for beginners and introduces the best AI coding tools to boost productivity. Practical guidance on how to get a job in AI and the basics of machine learning sets the foundation for career advancement. Advanced topics like Q-learning, reinforcement learning, and LSTM (Long Short-Term Memory) are also explored. You’ll delve into linear algebra for machine learning, LLM benchmarking, and learn how to run Llama privately. Additional highlights include a stable diffusion tutorial, exploratory data analysis using Python, and tools like Meta’s new Llama 3.2. The course concludes with an in-depth look at the confusion matrix in ML, equipping you with both theoretical and practical knowledge for machine learning projects.

Following are the topics covered in this Machine Learning Full Course:
00:00:00 Introduction to Machine Learning Full Course
00:56:31 What is Machine Learning
00:58:05 How To Learn Artificial Intelligence and Machine Learning
01:12:13 Deep Learning Tutorial For Beginners
01:24:17 Best AI Coding tools
01:31:16 How to get a job in AI
04:28:15 Machine Learning Basics
04:29:05 What is Q Learning
05:19:32 Linear Algebra for Machine Learning
05:28:25 LLM Benchmarking
05:37:37 Run Lllama Privately
05:48:12 Stable diffusion tutorial
06:22:15 Exploratory Data Analysis Using Python
10:33:36 Reinforcement Learning
10:41:54 Meta New Lama 3.2
11:00:05 Confusion Matrix ML
11:06:17 What is LSTM

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➡️ 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

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✅ Reinforcement Learning
✅ Speech Recognition
✅ Ensemble Learning
✅ Computer Vision

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Anthropic’s Barry Zhang (Applied AI), Erik Schluntz (Research), and Alex Albert (Claude Relations) discuss the potential of AI agents, common pitfalls to avoid, and how to prepare for the evolving landscape.

Read more advice on building agents: https://www.anthropic.com/rese....arch/building-effect

00:00 Introduction
00:26 Defining AI agents and workflows
02:55 Anatomy of an agent prompt
04:29 Behind the scenes stories
07:29 Why write about agents now
08:53 Overhyped and underhyped aspects of agents
09:57 Identifying useful applications of agents
10:47 Coding agents: Potential and challenges
12:47 The future of agents in 2025
16:26 Advice for developers exploring agents