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Data Analytics
4 Views ยท 1 year ago

๐Ÿ”ฅ๐„๐๐ฎ๐ซ๐ž๐ค๐š ๐‚๐ก๐š๐ญ๐†๐๐“ ๐‚๐จ๐ฎ๐ซ๐ฌ๐ž - ๐๐ž๐ ๐ข๐ง๐ง๐ž๐ซ๐ฌ ๐ญ๐จ ๐€๐๐ฏ๐š๐ง๐œ๐ž๐: https://www.edureka.co/openai-....chatgpt-training-cou
This Edureka video on ๐‚๐ก๐š๐ญ๐†๐๐“ ๐€๐ฉ๐ฉ๐ฅ๐ข๐œ๐š๐ญ๐ข๐จ๐ง๐ฌ will talk about multiple use cases where you can use ChatGPT. There are several day to day applications where you can leverage ChatGPT to do the job for you. Below are some important ChatGPT applications covered in this ChatGPT tutorial:
00:00:00 Introduction
00:00:50 ChatGPT for Writing Code
00:02:25 ChatGPT for Code Debugging
00:03:37 ChatGPT for Content Writing
00:05:03 ChatGPT for SEO
00:06:18 ChatGPT for Language Translation
00:07:01 ChatGPT for Writing Legal Documents
00:08:11 ChatGPT for College Assignments
00:08:37 ChatGPT to make Workout Schedule

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Data Analytics
4 Views ยท 1 year ago

Become better at machine learning in 5 min/ week ๐Ÿ‘‰๐Ÿป https://borismeinardus.substack.com/

In this video, I share how I would learn Machine Learning in 2024 if I could start over.
For the past 3 years, I have been studying machine learning (and 2 years before that basic computer science), which has now led me to work with an amazing ex-Meta professor, collaborate with Google DeepMind researchers, and have interviews at amazing companies.
Having learned from all of my failures and successes, this video breaks down how I would learn machine learning all over again, focusing on the essentials and learning from the best resources.
Enjoy!

๐Ÿ‘‰๐Ÿป Book a one-on-one call
https://calendly.com/boris-meinardus/consulting

๐Ÿ‘‡๐Ÿป Links to resources ๐Ÿ‘‡๐Ÿป
==== Maths ====
https://www.edx.org/learn/prob....ability/harvard-univ
https://www.edx.org/learn/line....ar-algebra/the-unive
https://www.coursera.org/learn/matrix-algebra-engineers?irclickid=x-U2gpTSJxyLTxPwUx0Mo3EoUkDXeNXFjUFXWo0&irgwc=1
==== ML/ DL ====
https://www.coursera.org/speci....alizations/machine-l
https://www.youtube.com/playli....st?list=PLAqhIrjkxbu
https://www.coursera.org/specializations/deep-learning?irclickid=x-U2gpTSJxyLTxPwUx0Mo3EoUkDXeu01jUFXWo0&irgwc=1#courses
https://huggingface.co/learn/nlp-course/chapter1/1

โฌ‡๏ธ Follow me on my other socials and feel free to DM questions! โฌ‡๏ธ
โšซโšช Medium: https://medium.com/@boris.meinardus
๐Ÿฆย Twitter: https://twitter.com/BorisMeinardus

================== Timestamps ================
00:00 - Intro
00:40 - Python
01:29 - Maths
02:47 - ML Developer Stack
04:00 - Learn Machine Learning
06:06 - How To Really Get Good
=============================================

#ai #learning #machinelearning

Data Analytics
4 Views ยท 1 year ago

Deep Learning powers most of the technologies we rely on every day. From Machine Translation that can translate web pages in seconds to recommendations of shows to watch or even face recognition that lets us log in to our phones many times a day.

Even though we use it every day, it might still not be clear to you how deep learning works. Let's dive into the behind-the-scenes of deep learning in this video.

Get your free speech-to-text API token ๐Ÿ‘‡
https://www.assemblyai.com/?utm_source=youtube&utm_medium=referral&utm_campaign=yt_mis_1

In this video, we will take a closer look at deep learning. We will learn what deep learning is, where in the world of Artificial Intelligence it stands, why it has been very successful in becoming part of our lives, and how it compares to more traditional machine learning algorithms.

Data Analytics
4 Views ยท 1 year ago

Machine Learning is one of those things that is chock full of hype and confusion terminology. In this StatQuest, we cut through all of that to get at the most basic ideas that make a foundation for the whole thing. These ideas are simple and easy to understand. After watching this StatQuest, you'll be ready to learn all kinds of new and exciting things about Machine Learning.

If you're interested in learning more about SoSA, here's the link: http://thesosa.org/

Here's the link to the video about the bias/variance tradeoff:
https://youtu.be/EuBBz3bI-aA

Here's the link to the video about cross-validation, aka the way to determine which samples go into your training set and which samples go into your testing set: https://youtu.be/fSytzGwwBVw

For a complete index of all the StatQuest videos, check out:
https://statquest.org/video-index/

If you'd like to support StatQuest, please consider...

Buying The StatQuest Illustrated Guide to Machine Learning!!!
PDF - https://statquest.gumroad.com/l/wvtmc
Paperback - https://www.amazon.com/dp/B09ZCKR4H6
Kindle eBook - https://www.amazon.com/dp/B09ZG79HXC

Patreon: https://www.patreon.com/statquest
...or...
YouTube Membership: https://www.youtube.com/channe....l/UCtYLUTtgS3k1Fg4y5

...a cool StatQuest t-shirt or sweatshirt:
https://shop.spreadshirt.com/s....tatquest-with-josh-s

...buying one or two of my songs (or go large and get a whole album!)
https://joshuastarmer.bandcamp.com/

...or just donating to StatQuest!
https://www.paypal.me/statquest

Lastly, if you want to keep up with me as I research and create new StatQuests, follow me on twitter:
https://twitter.com/joshuastarmer

0:00 Awesome song and introduction
0:35 A silly example of classification
2:24 A silly example of regression
3:37 The Bias/Variance Tradeoff
8:15 Fancy machine learning
8:56 Evaluating the performances of a decision tree
11:12 Summary of concepts and main ideas


#statquest #ML

Data Analytics
4 Views ยท 1 year ago

๐Ÿ”ฅArtificial Intelligence Engineer (IBM) - https://www.simplilearn.com/masters-in-artificial-intelligence?utm_campaign=zKrGRaQCWQE&utm_medium=DescriptionFirstFold&utm_source=Youtube
๐Ÿ”ฅIITK - Professional Certificate Course in Generative AI and Machine Learning (India Only) - https://www.simplilearn.com/iitk-professional-certificate-course-ai-machine-learning?utm_campaign=zKrGRaQCWQE&utm_medium=DescriptionFirstFold&utm_source=Youtube
๐Ÿ”ฅPurdue - Post Graduate Program in AI and Machine Learning - https://www.simplilearn.com/pgp-ai-machine-learning-certification-training-course?utm_campaign=zKrGRaQCWQE&utm_medium=DescriptionFirstFold&utm_source=Youtube
๐Ÿ”ฅIITG - Professional Certificate Program in Generative AI and Machine Learning (India Only) - https://www.simplilearn.com/iitg-generative-ai-machine-learning-program?utm_campaign=zKrGRaQCWQE&utm_medium=DescriptionFirstFold&utm_source=Youtube
๐Ÿ”ฅCaltech - AI & Machine Learning Bootcamp (US Only) - https://www.simplilearn.com/ai-machine-learning-bootcamp?utm_campaign=zKrGRaQCWQE&utm_medium=DescriptionFirstFold&utm_source=Youtube

In this Top 5 AI Technologies 2021 video, you will see the most popular AI technologies that are widely used. You will get a glance at these technologies and learn where artificial Intelligence can be used. You will get an idea of the different domains where AI has found its applications.


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

โฉ Check out the Artificial Intelligence training videos: https://bit.ly/2Li4Rur

#AITechnology #Top5AiTechnologies #TopArtificialIntelligenceTechnology #ArtificialIntelligenceApplications #Top5AITechnology #Simplilearn #Shorts

What is Artificial Intelligence?
Artificial Intelligence or AI is the combination of algorithms used for the purpose of creating intelligent machines that have the same skills as a human being. AI has made significant advances in the past few years and has impacted both our everyday lives and business in big ways. It is being widely used in every sector of business, such as Healthcare, E-Commerce, Manufacturing, Retail, and Logistics.

About Simplilearn Artificial Intelligence Course:
Simplilearnโ€™s Artificial Intelligence course provides training in the skills required for a career in AI. You will master TensorFlow, Machine Learning and other AI concepts, plus the programming languages needed to design intelligent agents, deep learning algorithms & advanced artificial neural networks that use predictive analytics to solve real-time decision-making problems without explicit programming.

Why learn Artificial Intelligence?
The current and future demand for AI engineers is staggering. The New York Times reports a candidate shortage for certified AI Engineers, with fewer than 10,000 qualified people in the world to fill these jobs, which according to Paysa earn an average salary of $172,000 per year in the U.S. (or Rs.17 lakhs to Rs. 25 lakhs in India) for engineers with the required skills.

You can gain in-depth knowledge of Artificial Intelligence by taking our Artificial Intelligence certification training course. Those who complete the course will be able to:
1. Master the concepts of supervised and unsupervised learning
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. Comprehend the theoretical concepts and how they relate to the practical aspects of machine learning.
6. Be able to model a wide variety of robust machine learning algorithms including deep learning, clustering, and recommendation systems

๐Ÿ‘‰Learn more at: https://www.simplilearn.com/artificial-intelligence-masters-program-training-course?utm_campaign=Top5AITechnologiesShorts&utm_medium=ShortsDescription&utm_source=youtube

Generative AI
4 Views ยท 3 months ago

Check out the latest (and most visual) video on this topic! The Celestial Mechanics of Attention Mechanisms: https://www.youtube.com/watch?v=RFdb2rKAqFw

This is the second of a series of 3 videos where we demystify Transformer models and explain them with visuals and friendly examples.

Video 1: The attention mechanism in high level https://youtu.be/OxCpWwDCDFQ
Video 2: The attention mechanism with math (this one)
Video 3: Transformer models https://www.youtube.com/watch?v=qaWMOYf4ri8

If you like this material, check out LLM University from Cohere!
https://llm.university

00:00 Introduction
01:18 Recap: Embeddings and Context
04:46 Similarity
11:09 Attention
20:46 The Keys and Queries Matrices
25:02 The Values Matrix
28:41 Self and Multi-head attention
33:54: Conclusion

Generative AI
4 Views ยท 3 months ago

The KL divergence of distributions P and Q is a measure of how similar P and Q are.
However, the KL Divergence of P and Q is not the same as the KL Divergence of Q and P.
Why?
Learn the intuition behind this in this friendly video.

More about the KL Divergence formula:
https://www.youtube.com/watch?v=sjgZxuCm_8Q

Generative AI
4 Views ยท 3 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.

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

Generative AI
4 Views ยท 3 months ago

A video about decision trees, and how to train them on a simple example.

Accompanying blog post: https://medium.com/@luis.serra....no/splitting-data-by

For a code implementation, check out this repo:
https://github.com/luisguiserr....ano/manning/tree/mas

Helper videos:
- Gini index: https://www.youtube.com/watch?v=u4IxOk2ijSs
- Entropy and information gain: https://www.youtube.com/watch?v=9r7FIXEAGvs
- Machine learning error and metrics: https://www.youtube.com/watch?v=aDW44NPhNw0

Grokking Machine Learning book:
www.manning.com/books/grokking-machine-learning
40% discount code: serranoyt

Generative AI
4 Views ยท 3 months ago

Read about this in more detail in my latest blog post: https://www.builder.io/blog/train-ai

#ai #developer #javascript #react

Generative AI
4 Views ยท 3 months ago

Build your first app today with Mocha: https://www.getmocha.com?utm_source=matthew_berman

Download Humanities Last Prompt Engineering Guide (free) ๐Ÿ‘‡๐Ÿผ
https://bit.ly/4kFhajz

Download The Matthew Berman Vibe Coding Playbook (free) ๐Ÿ‘‡๐Ÿผ
https://bit.ly/3I2J0YQ

Join My Newsletter for Regular AI Updates ๐Ÿ‘‡๐Ÿผ
https://forwardfuture.ai

Discover The Best AI Tools๐Ÿ‘‡๐Ÿผ
https://tools.forwardfuture.ai

My Links ๐Ÿ”—
๐Ÿ‘‰๐Ÿป X: https://x.com/matthewberman
๐Ÿ‘‰๐Ÿป Forward Future X: https://x.com/forward_future_
๐Ÿ‘‰๐Ÿป Instagram: https://www.instagram.com/matthewberman_ai
๐Ÿ‘‰๐Ÿป Discord: https://discord.gg/xxysSXBxFW
๐Ÿ‘‰๐Ÿป TikTok: https://www.tiktok.com/@matthewberman_ai

Media/Sponsorship Inquiries โœ…
https://bit.ly/44TC45V

Links:
https://arxiv.org/html/2510.04871v1

Generative AI
4 Views ยท 3 months ago

Never get stuck without AI again. Run three Small Language Models (SLMs)โ€”also called Local LLMsโ€”TinyLlama, Gemma-3 and Phi-4-miniโ€”completely offline; all fit in 4 GB or less and work on any laptop and older hardware.

โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
๐Ÿ”ง Hardware & Software used
โ€ข Laptop Ryzen 5 4500U, 8GB RAM, Ollama (no GPU needed!)
โ€ข Phone iPhone 13 Pro with Mobile PocketPal AI (local GGUF)

โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
๐Ÿ”— Model resources
โ€ข ChatGPT global outage (news)
https://timesofindia.indiatime....s.com/etimes/trendin
โ€ข Phi-4-mini reasoning paper
https://www.microsoft.com/en-u....s/research/wp-conten
โ€ข TinyLlama 1.1 https://huggingface.co/TinyLlama/TinyLlama_v1.1
โ”” GGUF Q4_0 637 MB https://huggingface.co/TheBlok....e/TinyLlama-1.1B-Cha
โ€ข Gemma-3 https://huggingface.co/blog/gemma3
โ”” GGUF Q4_K_M 0.8 GB https://huggingface.co/Maziyar....Panahi/gemma-3-1b-it
โ€ข Phi-4-mini https://huggingface.co/microso....ft/Phi-4-mini-reason
โ”” GGUF Q4_K_M 2.5 GB https://huggingface.co/lmstudi....o-community/Phi-4-mi

โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
๐ŸŽฌ More on local AI
โ€ข End of VRAM? https://youtu.be/M9ZphDPRP_w
โ€ข Is local AI image generation dying? https://youtu.be/ad7jBaNgIW8

๐Ÿ›  Support the channel
Patreon https://www.patreon.com/NextTechAndAi

โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€
โ–ผ Comment Poll
What would YOU use offline AI for?

#SmallLanguageModels #LocalLLM #OfflineLLM #LocalAI

Generative AI
4 Views ยท 18 days ago

Learn more: https://bit.ly/4mVUPyF

Building effective Agentic AI systems is one of the most valuable skills in AI today.

Introducing Agentic AI, a new course from Andrew Ng, now available on DeepLearning.AI.

While most developers build AI that just responds to prompts, the most productive teams are building AI that executes multi-step workflows autonomously.ย 

In this course, you'll learn how to build 4 key agentic workflows using raw Python so that you'll see how each step actually works.

Skills youโ€™ll gain:ย 

- Build agentic design patterns: reflection, tool use, planning, and multi-agent workflows
- Integrate AI with external tools: databases, APIs, web search, and code execution
- Evaluate and optimize AI systems: performance metrics, error analysis, and production deployment

Build everything from scratch in Pythonโ€”no frameworks, no black boxes.

Agentic AI is available exclusively on DeepLearning.AI. With a Pro membership you get access to quizzes, code labs, and Professional Certifications along with early access to our available catalog of advanced AI courses.

Enroll in Agentic AI on DeepLearning.AI: https://bit.ly/4mVUPyF

Generative AI
4 Views ยท 15 days ago

For more information about Stanfordโ€™s Artificial Intelligence professional and graduate programs, visit: https://stanford.io/ai

September 23, 2025
This lecture covers:
1. Class introduction
2. Examples of deep learning projects
3. Course details

To learn more about enrolling in this course, visit: https://online.stanford.edu/co....urses/cs230-deep-lea

To follow along with the course schedule and syllabus, visit: https://cs230.stanford.edu/syllabus/

More lectures will be published regularly.
View the playlist: https://www.youtube.com/playli....st?list=PLoROMvodv4r

Andrew Ng
Founder of DeepLearning.AI
Adjunct Professor, Stanford Universityโ€™s Computer Science Department

Kian Katanforoosh
CEO and Founder of Workera
Adjunct Lecturer, Stanford Universityโ€™s Computer Science Department

Generative AI
4 Views ยท 15 days ago

Sebastian's books: https://sebastianraschka.com/books/
The lecture slides are available at: https://github.com/rasbt/stat4....53-deep-learning-ss2

Covers some of the more advanced concepts behind convolutional neural networks. In particular, the topics are

- Inception architectures
- Transfer learning

Here are the links to the related, previous videos:
- Intro to CNNs Part 1 https://www.youtube.com/watch?v=7ftuaShIzhc
- Intro to CNNs Part 2 (1/2) https://www.youtube.com/watch?v=mZmyp0JjH6s

Generative AI
3 Views ยท 1 year ago

๐Ÿ”ฅ Introduction to Generative AI: https://www.edureka.co/introduction-generative-ai
๐Ÿ”ฅ Prompt Engineering Course: https://www.edureka.co/prompt-....engineering-generati
๐Ÿ”ฅ ChatGPT Training Course: https://www.edureka.co/openai-....chatgpt-training-cou

In this video, we dive into *The Future of Generative AI* and the exciting *Job opportunities* it presents. We cover everything from what Generative AI is, its growing importance, and the key skills required to succeed in this field to how you can get started and the career paths emerging within the industry. We also discuss the question on many minds: Is Generative AI eating our jobs? Whether you're new to the field or looking to explore new career opportunities, this video will provide valuable insights into how Generative AI is shaping the job market and your future.

โœ… 00:00 - The Future of Generative AI and Job Opportunities
โœ… 01:16 - What is Generative AI?
โœ… 02:26 - Importance of Generative AI
โœ… 04:40 - Skills Required in Generative AI
โœ… 06:07 - Getting Started in Generative AI
โœ… 08:35 - Job Opportunities in Generative AI
โœ… 09:44 - Is Generative AI Eating Our Jobs?

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๐Ÿ”ฅ Mastering Generative AI Tools Online: https://www.edureka.co/masteri....ng-generative-ai-too
๐Ÿ”ฅ GitHub Copilot Training Course: https://www.edureka.co/github-....copilot-certificatio
๐Ÿ”ฅ Generative AI In Retail Certification Course: https://www.edureka.co/generat....ive-ai-retail-certif
๐Ÿ”ฅ Generative AI for Software Developers: https://www.edureka.co/generat....ive-ai-software-deve

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What is Generative AI?

Generative AI is a branch of artificial intelligence that focuses on producing or creating fresh content, such as images, text, audio, or even videos, that closely resembles data generated by humans. In contrast to conventional AI models that learn to identify patterns or make decisions based on existing data (discriminative models), generative AI models are trained to produce new data that mirrors the original training data.

What is Prompt Engineering?โ€Ž

Prompt engineering involves optimizing artificial intelligence engineering for multiple purposes. It includes refining large language models (LLMs) using specific prompts and recommended outputs. Additionally, it focuses on enhancing input to different generative AI services to make text or images.

What kinds of jobs can you get with Prompt Engineering skills?โ€Ž

Here are some potential job roles:
โ€ข Machine Learning Engineer
โ€ข Data Scientist
โ€ข Natural Language Processing (NLP) Engineer
โ€ข AI Research Scientist
โ€ข Software Engineer (AI/ML)
โ€ข Data Engineer
โ€ข Conversational AI Developer
โ€ข AI Product Manager
โ€ข AI Ethicist

For more information, please write back to us at sales@edureka.in or call us at IND: 9606058406 / US & Others: +18885487823 (toll-free)

#genai #generativeai #aijobopportunities #futureofai #aicareers #aitrends2024
#generativeaiexamples




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