Simplified videos on AI, LLMs, Natural Language Processing (NLP) and data analytics ๐Ÿ˜Ž
youtube.com/@analyticsCamp/videos?sub_confirmationโ€ฆ

NLP girl (PhD) turned AI educator and developer, teaching:
-- AI agents: agentic systems and workflows ๐Ÿค–
-- LLMs: How Large Language Models and neural networks work in Artificial Intelligence systems,
-- AI for business: AI automation and applications,
-- Generating passive income with programming and AI,
-- NLP: Using text processing machine learning methods to solve real-life problems,
-- Data science fun projects and ideas with Python and R,
And many more tips and tutorials

DM or email me for collab or sponsorship ๐Ÿ˜‰


Analytics Camp

Just in case you missed it, I released a very important video about the innovative design of DeepSeek v4 model that is published recently. I broke down the architecture in simple terms so you don't have any excuse not to watch it :) and don't forget your likes and comments: https://youtu.be/fbd6W_QIlVM

DeepSeek v4 Insane Model Architecture Fully Explained in Just 10 Minutes!

The paper reference and links in the YT video description box.

#ai #deepseek #deepseekai #llm #genai

1 day ago | [YT] | 4

Analytics Camp

๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป ๐—ง๐—ต๐—ฒ ๐—–๐—ผ๐—ฟ๐—ฒ ๐—–๐—ผ๐—ป๐—ฐ๐—ฒ๐—ฝ๐˜๐˜€ ๐—ผ๐—ณ ๐—ก๐—ฒ๐˜‚๐—ฟ๐—ฎ๐—น ๐—ก๐—ฒ๐˜๐˜„๐—ผ๐—ฟ๐—ธ๐˜€ ๐—ฅ๐—ฒ๐—ฎ๐—น๐—น๐˜† ๐—ช๐—ฒ๐—น๐—น ๐—›๐—ฒ๐—ฟ๐—ฒ:

AI can feel very difficult until you get your head around a few fundamental concepts. Iโ€™ve identified five key areas that usually trip people up when they are starting out. Once you understand these, the rest of the field starts to make a lot more sense. Iโ€™ve broken them down in this video: https://youtu.be/ShAquojMCxk

#NeuralNetworks #AI #TechEducation #MachineLearning #beginner

2 days ago | [YT] | 2

Analytics Camp

๐—›๐—ผ๐˜„ ๐——๐—ผ๐—ฒ๐˜€ ๐—”๐—œ ๐—จ๐—ป๐—ฑ๐—ฒ๐—ฟ๐˜€๐˜๐—ฎ๐—ป๐—ฑ ๐—Ÿ๐—ฎ๐—ป๐—ด๐˜‚๐—ฎ๐—ด๐—ฒ?
Have you ever wondered how a computer actually "reads" words? It all comes down to word embeddings, which are basically just lists of numbers that represent meanings. It is a clever system, and understanding it helps you see the limitations of these models. Iโ€™ve made a ten-minute guide to how this works: https://youtu.be/Wd3p8ngfweE

#NLP #AI #WordEmbeddings #MachineLearning #NeuralNetworks

4 days ago | [YT] | 5

Analytics Camp

๐—ช๐—ฒ๐—ถ๐—ด๐—ต๐˜๐˜€ ๐—ฎ๐—ป๐—ฑ ๐—•๐—ถ๐—ฎ๐˜€๐—ฒ๐˜€ ๐—ถ๐—ป ๐—ก๐—ฒ๐˜‚๐—ฟ๐—ฎ๐—น ๐—ก๐—ฒ๐˜๐˜„๐—ผ๐—ฟ๐—ธ๐˜€ ๐—ฆ๐—ถ๐—บ๐—ฝ๐—น๐—ถ๐—ณ๐—ถ๐—ฒ๐—ฑ ๐˜๐—ผ ๐— ๐—ฎ๐˜… ๐—Ÿ๐—ฒ๐˜ƒ๐—ฒ๐—น!

I think it is important to understand the basics of how AI actually learns. Terms like "weights and biases" are thrown around a lot, but they aren't as complicated as they sound. Iโ€™ve tried to explain them in just five minutes without using too much jargon. Having this foundation makes it much easier to understand why a model might be failing. Watch the explanation here: https://youtu.be/nEt5_8V_wpY

#NeuralNetworks #AI #DeepLearning #TechExplained #weights #wnb

6 days ago | [YT] | 3

Analytics Camp

๐—”๐—œ ๐—”๐—ด๐—ฒ๐—ป๐˜ ๐—ฆ๐˜†๐˜€๐˜๐—ฒ๐—บ๐˜€ ๐—ง๐—ต๐—ฎ๐˜ ๐—”๐—ฐ๐˜๐˜‚๐—ฎ๐—น๐—น๐˜† ๐—ช๐—ผ๐—ฟ๐—ธ
There are a lot of demos out there that look great but fail in the real world. Iโ€™ve put together a list of ten agent systems that I have actually found useful. Iโ€™ve focused on workflows that produce consistent results rather than just flashy tricks. The last one on the list is a personal favourite of mine. You can see the full list here: https://youtu.be/kK-LqkZlqOE

#AIAgents #Productivity #TechReview #AIWorkflows #Automation

1 week ago | [YT] | 5

Analytics Camp

๐—” ๐—ฌ๐—ฒ๐—ฎ๐—ฟ ๐—ผ๐—ณ ๐—ฆ๐˜๐˜‚๐—ฑ๐˜†๐—ถ๐—ป๐—ด ๐—”๐—œ ๐—”๐—ด๐—ฒ๐—ป๐˜๐˜€
I have spent the last year diving deep into AI agents to see what actually works. It is easy to get lost in the marketing, so I wanted to provide a realistic look at the field. Iโ€™ve condensed a yearโ€™s worth of learning into a 17-minute crash course. If you want to skip the trial and error, this is for you: https://youtu.be/o0aNVriTMLI

#AIAgents #TechEducation #AI #Programming #CrashCourse

1 week ago | [YT] | 3

Analytics Camp

๐—Ÿ๐—ฒ๐˜€๐˜€๐—ผ๐—ป๐˜€ ๐—ณ๐—ฟ๐—ผ๐—บ ๐—”๐—œ ๐—˜๐—ป๐—ด๐—ถ๐—ป๐—ฒ๐—ฒ๐—ฟ๐—ถ๐—ป๐—ด
I recently finished reading a great book on AI engineering and it changed how I think about building agent systems. There are a few specific skills that can really put you ahead of the crowd. It is less about following the hype and more about understanding the core principles of how these systems scale. Iโ€™ve summarised the key lessons for you here: https://youtu.be/ddUXjJxlpk4

#AI #AIAgents #Engineering #Learning #TechBooks #SkillBuilding

1 week ago | [YT] | 3

Analytics Camp

๐—ง๐—ต๐—ฒ ๐—ฆ๐—ต๐—ถ๐—ณ๐˜ ๐˜๐—ผ ๐—ฆ๐—ฒ๐—น๐—ณ-๐—˜๐˜ƒ๐—ผ๐—น๐˜ƒ๐—ถ๐—ป๐—ด ๐—”๐—œ ๐—”๐—ด๐—ฒ๐—ป๐˜๐˜€
โ€™ve noticed a shift away from standard protocols like MCP toward agents that can evolve on their own. These systems are becoming much better at solving problems without constant human input. It is a significant step, but it also means we need better ways to monitor what they are doing. I think the results they are getting are quite impressive. Iโ€™ve explained why this is crushing older methods here: https://youtu.be/SMehf7xT0vc

#AIAgents #MachineLearning #TechInnovation #AIEngineering #Coding

2 weeks ago | [YT] | 3

Analytics Camp

๐—ฆ๐—ธ๐—ถ๐—น๐—น๐˜€ ๐—ณ๐—ผ๐—ฟ ๐˜๐—ต๐—ฒ "๐—ฆ๐—ผ๐—ณ๐˜๐˜„๐—ฎ๐—ฟ๐—ฒ ๐Ÿฏ.๐Ÿฌ" ๐—˜๐—ฟ๐—ฎ
The way we build software is changing because of AI; what is being called "Software 3.0," where engineering is more about managing agents than writing every line of code. It is a different skill set that focuses more on architecture and logic. If you are looking to stay relevant in the job market, these are the skills I would suggest focusing on. I shared some thoughts on why this pays so well in the years to come: https://youtu.be/HpAQtA0I98I

#SoftwareEngineering #CareerAdvice #AIAgents #TechJobs #FutureOfWork

2 weeks ago | [YT] | 5

Analytics Camp

๐—”๐—œ ๐—ถ๐—ป ๐—ฌ๐—ผ๐˜‚๐—ฟ ๐—ข๐—ฝ๐—ฒ๐—ฟ๐—ฎ๐˜๐—ถ๐—ป๐—ด ๐—ฆ๐˜†๐˜€๐˜๐—ฒ๐—บ
We are starting to see LLMs move deeper into our operating systems; not just having a chatbot on your desktop, but also the AI having the ability to see and interact with your files and apps. It could make us much more productive, but it also opens up some massive privacy risks. I think we should be very careful about what permissions we grant these systems. Iโ€™ve looked at how this is happening recently: https://youtu.be/fec4hH1H72Q

#AI #Windows #MacOS #linux #Privacy #TechNews #LLMOps

2 weeks ago | [YT] | 7