Code with Brij
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Dear friends, your support on LinkedIn means a lot to me. If you enjoy what I share, I'd appreciate your interaction with my posts โ€“ every like, comment, and share helps extend the reach of my content to a broader audience. Every bit of engagement counts! ๐Ÿ™๐Ÿ™
68 Python notebook exercises for "Understanding Deep Learning " .

Highlights include:



-Play with decoding algorithms for LLMs

-Implement backpropagation algorithm

-Explore double descent

-Investigate implicit regularization

-Reparameterization trick vs. REINFORCE

-Build a 1D diffusion model

-Explore post-hoc bias mitigation



Read more on my linkedin - https://www.linkedin.com/posts/brijpandeyji_150x-faster-pandas-believe-it-no-code-activity-7150509032292720640-HU91?
Many people think if they become experts in a specific role, they'll be indispensable and can't be replaced.


But here's the hard truthโ€”every role is replaceable.

Every. Single. One.

Been at the same company for years using the same tech stack? - https://www.linkedin.com/posts/brijpandeyji_job-security-in-it-its-a-myth-many-activity-7153074829598814211-GIBe?utm_source=share&utm_medium=member_desktop
Looking to safeguard your career in the IT industry?


Follow these 6 essential steps to withstand any downturn.

It's that simple. https://www.linkedin.com/posts/brijpandeyji_looking-to-safeguard-your-career-in-the-it-activity-7154486793210327040-0S0_?
AWS Services.pdf
32.7 MB
Here is the AWS guide that I promised last week
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This is not your average tech talk.

We're talking about building systems that understand both words and pictures, like some kind of super-powered search engine on steroids.

Forget the days of searching in silos - text here, images there.

Imagine a retrieval system that bridges the gap, where words and visuals dance hand-in-hand to find exactly what you need.

That's the power of LangChain for Multimodal Apps, and we're learning all the secrets in this engaging workshop -

๐Ÿ‘‰ ๐—ฅ๐—ฒ๐˜€๐—ฒ๐—ฟ๐˜ƒ๐—ฒ ๐˜†๐—ผ๐˜‚๐—ฟ ๐˜€๐—ฝ๐—ผ๐˜ ๐—ป๐—ผ๐˜„ ๐—ฎ๐˜: brij.guru/ai

๐Ÿ—“๏ธ ๐—๐—ฎ๐—ป๐˜‚๐—ฎ๐—ฟ๐˜† ๐Ÿฎ๐Ÿฒ, 2024, 10 AM - 11 AM PT

Here's what's on the menu:

โœ… ๐—•๐˜‚๐—ถ๐—น๐—ฑ๐—ถ๐—ป๐—ด ๐—ฎ ๐—บ๐˜‚๐—น๐˜๐—ถ-๐—บ๐—ผ๐—ฑ๐—ฎ๐—น ๐—บ๐—ฎ๐—ฟ๐˜ƒ๐—ฒ
โœ… ๐—˜๐—บ๐—ฏ๐—ฒ๐—ฑ๐—ฑ๐—ถ๐—ป๐—ด๐˜€ ๐—ด๐—ฎ๐—น๐—ผ๐—ฟ๐—ฒ
โœ… ๐—ค๐˜‚๐—ฒ๐—ฟ๐˜† ๐˜„๐—ต๐—ถ๐˜€๐—ฝ๐—ฒ๐—ฟ๐—ฒ๐—ฟ
โœ… ๐——๐—ฎ๐˜๐—ฎ ๐—ต๐—ฎ๐—ฟ๐—บ๐—ผ๐—ป๐˜†
โœ… ๐—ฅ๐—ฒ๐—ฎ๐—น-๐˜„๐—ผ๐—ฟ๐—น๐—ฑ ๐—บ๐—ฎ๐—ด๐—ถ๐—ฐ
Master Your Favorite Programming Languages, AI, GenAI, LLMs, Tools, and Technologies with Comprehensive Cheatsheets

The cheatsheets that will save you time and frustration.

Check them out now!


1. Chat GPT : https://lnkd.in/e43cDB9q
2. GenAI and LLMs : https://lnkd.in/eCVSUgQB
3. APIs - https://lnkd.in/dKZSzVsx
4. Python : https://lnkd.in/grD8XUS6
5. Pandas : https://lnkd.in/g4yTJ7CP
6. NumPy : https://lnkd.in/gg9Uw-km More ............................................................................................................................................ https://www.linkedin.com/feed/update/urn:li:activity:7157230859631104000/
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Today's topic is a bit different - it's about Big O notation!

I know, I know, it sounds intimidating. But Big O is super important for analyzing the efficiency of algorithms. Understanding it can level up your coding skills.

Why should you care about Big O?

Because it's like the speedometer for your code. It tells you how fast (or slow ๐Ÿ˜ฌ) your algorithms will run. In the tech world, that's gold - especially when you're dealing with a ton of data.

Hereโ€™s a quick rundown of the Big O basics: https://www.linkedin.com/feed/update/urn:li:activity:7158476254092963841/
๐Ÿต ๐—ง๐˜†๐—ฝ๐—ฒ๐˜€ ๐—ผ๐—ณ ๐—”๐—ฃ๐—œ ๐—ง๐—ฒ๐˜€๐˜๐—ถ๐—ป๐—ด ๐˜๐—ผ ๐—˜๐—ป๐˜€๐˜‚๐—ฟ๐—ฒ ๐—ฅ๐—ผ๐—ฏ๐˜‚๐˜€๐˜ ๐—ฎ๐—ป๐—ฑ ๐—ฆ๐—ฒ๐—ฐ๐˜‚๐—ฟ๐—ฒ ๐—”๐—ฃ๐—œ๐˜€


APIs are the backbone of modern software development, enabling seamless communication between different applications and services. But just like any other software component, APIs need thorough testing to guarantee reliability, performance, and security. https://www.linkedin.com/posts/brijpandeyji_%3F-%3F%3F%3F%3F%3F-%3F%3F-%3F%3F%3F-%3F%3F%3F%3F%3F%3F%3F-activity-7161191019344977920-ITpY?utm_source=share&utm_medium=member_desktop
๐— ๐—ฒ๐—ฟ๐—ด๐—ถ๐—ป๐—ด ๐—”๐—ด๐—ถ๐—น๐—ฒ ๐—ฎ๐—ป๐—ฑ ๐——๐—ฒ๐˜ƒ๐—ข๐—ฝ๐˜€: ๐—ฌ๐—ผ๐˜‚๐—ฟ ๐—•๐—น๐˜‚๐—ฒ๐—ฝ๐—ฟ๐—ถ๐—ป๐˜ ๐˜๐—ผ ๐—ฆ๐˜‚๐—ฐ๐—ฐ๐—ฒ๐˜€๐˜€

๐—”๐—ด๐—ถ๐—น๐—ฒ ๐——๐—ฒ๐˜ƒ๐—ฒ๐—น๐—ผ๐—ฝ๐—บ๐—ฒ๐—ป๐˜

โœ”๏ธ Initiate the project by having the Product Owner create product requirements documents.

โœ”๏ธ Conduct daily stand-up meetings to ensure everyone is on the same page and to make progress through the product development stages with user input.

โœ”๏ธ Utilize product backlogs to plan and deliver the final product in sprints.

๐—–๐—ผ๐—ป๐˜๐—ถ๐—ป๐˜‚๐—ผ๐˜‚๐˜€ ๐—œ๐—ป๐˜๐—ฒ๐—ด๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป : https://www.linkedin.com/feed/update/urn:li:activity:7162301302058766336/
Spend 2 minutes on this post, and you'll gain a good understanding of Database Indexing, which might take much longer to learn otherwise!

Imagine managing a large-scale database:

Database Size: ๐Ÿฑ๐Ÿฌ๐Ÿฌ ๐—š๐—•
Average Query Search Time Without Index: ๐Ÿฑ ๐˜€๐—ฒ๐—ฐ๐—ผ๐—ป๐—ฑ๐˜€
Number of Records: ๐Ÿฑ๐Ÿฌ ๐—บ๐—ถ๐—น๐—น๐—ถ๐—ผ๐—ป

๐—Ÿ๐—ฒ๐˜'๐˜€ ๐—ฑ๐—ถ๐˜ƒ๐—ฒ ๐—ถ๐—ป๐˜๐—ผ ๐˜๐—ต๐—ฒ ๐˜„๐—ผ๐—ฟ๐—น๐—ฑ ๐—ผ๐—ณ ๐——๐—ฎ๐˜๐—ฎ๐—ฏ๐—ฎ๐˜€๐—ฒ ๐—œ๐—ป๐—ฑ๐—ฒ๐˜…๐—ถ๐—ป๐—ด:

1๏ธโƒฃ ๐—ช๐—ต๐—ฎ๐˜ ๐—ถ๐˜€ ๐——๐—ฎ๐˜๐—ฎ๐—ฏ๐—ฎ๐˜€๐—ฒ ๐—œ๐—ป๐—ฑ๐—ฒ๐˜…๐—ถ๐—ป๐—ด?

A database index is like a book index, helping you find data faster than scanning the entire database. - https://www.linkedin.com/feed/update/urn:li:activity:7162822741824385027/
๐—ฆ๐˜†๐˜€๐˜๐—ฒ๐—บ ๐——๐—ฒ๐˜€๐—ถ๐—ด๐—ป ๐—–๐—ต๐—ฒ๐—ฎ๐˜ ๐—ฆ๐—ต๐—ฒ๐—ฒ๐˜: ๐—” ๐—ข๐—ป๐—ฒ-๐—ฆ๐˜๐—ผ๐—ฝ ๐—š๐˜‚๐—ถ๐—ฑ๐—ฒ ๐—ณ๐—ผ๐—ฟ ๐—ฌ๐—ผ๐˜‚๐—ฟ ๐—ก๐—ฒ๐˜…๐˜ ๐—œ๐—ป๐˜๐—ฒ๐—ฟ๐˜ƒ๐—ถ๐—ฒ๐˜„ https://www.linkedin.com/feed/update/urn:li:activity:7165531502804459520/
Demystifying IP Addresses: A Deep Dive for Techies

Let's unpack the key IP types and shed some light on their functionalities:

๐Ÿญ. ๐—ฃ๐˜‚๐—ฏ๐—น๐—ถ๐—ฐ ๐˜ƒ๐˜€. ๐—ฃ๐—ฟ๐—ถ๐˜ƒ๐—ฎ๐˜๐—ฒ:

- ๐—ฃ๐˜‚๐—ฏ๐—น๐—ถ๐—ฐ ๐—œ๐—ฃ: Think of it as your house number on the internet. Assigned by your ISP, it identifies your network to the outside world. Remember, great visibility comes with responsibility - secure your public IP! https://www.linkedin.com/feed/update/urn:li:activity:7166759494880866304/
I hope this message finds you all well. I realize it's been quite some time since I've been active in our channel, and I truly appreciate your patience and continued support during my absence. Life sometimes takes us on unexpected journeys, requiring our focus to shift temporarily. However, I'm thrilled to announce my return, and I come bearing exciting news!

Starting now, I'll be sharing premium content exclusively with our channel! It's my way of saying thank you for your loyalty and to ensure our community remains as vibrant and informative as ever.


Thank you once again for sticking around and for your unwavering support.