Radek Osmulski 🇺🇦 @radekosmulski Twitter profile | Pikagi

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Radek Osmulski 🇺🇦

@radekosmulski

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LLMs and retrieval by day, training robots on the weekend 🧪 Senior Data Scientist @NVIDIAAI 🏫 @fastdotai trained DL Eng 📝

see my projects ➝

https://t.co/XLlw3VC7Fo

Joined April 2014

Don't wanna be here? Send us removal request.

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@radekosmulski

Radek Osmulski 🇺🇦

2 years

Today is my first day at @NVIDIAAI ! 🥳 -From learning to code at 29 -through learning ML @fastdotai -winning a @kaggle competition -jobs at 🔥 startups -moving continents thx to AI -to joining the illustrious Merlin team ❤️ I am beyond grateful 🙏 Will make this one count!

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@radekosmulski

Radek Osmulski 🇺🇦

2 years

Mathematics for Machine Learning -- a 47-page introduction from UC Berkeley 🚀 • Linear Algebra • Calculus and Optimization • Probability A 100% free resource! Source:

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@radekosmulski

Radek Osmulski 🇺🇦

7 years

Favorite recent jupyter notebook discovery - the %debug magic: 1. Get an exception. 2. Insert a new cell, type %debug and run it. An interactive debugger will open bringing you to where the exception occurred and allowing you to look around!

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@radekosmulski

Radek Osmulski 🇺🇦

2 years

I just became a @kaggle Grandmaster! 🥳

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@radekosmulski

Radek Osmulski 🇺🇦

2 years

Ok, this is not something I have expected 🤯 itertuples can be 50 times faster than iterrows!

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@radekosmulski

Radek Osmulski 🇺🇦

2 years

To understand the foundations of NLP (pre-Transformers), where would you go? This 48-page paper is the answer 🤩 ✅ concise and clear explanations ✅ sklearn, spacy, and keras code snippets ✅ all the fundamentals of NLP in a single place

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@radekosmulski

Radek Osmulski 🇺🇦

2 years

Merlin Dataloader is 119x faster than my own PyTorch Dataset + Dataloader combo! This is revolutionary for tabular data 🥳 Let's take a closer look at what is going on.

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@radekosmulski

Radek Osmulski 🇺🇦

5 years

This is probably the best intro to probability (along with the associated lectures ), now available online for free ❤

@stat110

Joe Blitzstein

5 years

New edition of my probability book with Jessica Hwang is out! Read it FREE online at

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Radek Osmulski 🇺🇦

2 years

Curious about recommender models? Interested in endowing models from other domains with some of their superpowers? Please join me on a whirlwind tour of 6 recsys architectures! >> a thread 🧵 <<

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Radek Osmulski 🇺🇦

1 year

How does LangChain actually work? We see the wonderful things it can do, but what does it send to the model? What does the model send back? How does it all work? I decided to investigate 🕵️‍♂️ Here is how LangChain allows LLMs to perform Google searches:

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Radek Osmulski 🇺🇦

2 years

Linear Algebra -- an introductory course to Mathematics at the heart of Machine Learning ✅ 37 bite-sized videos (< 10 minutes) ✅ stellar visualizations ✅ expertly delivered by lecturers from Imperial College London Link:

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@radekosmulski

Radek Osmulski 🇺🇦

2 years

3 ways to speed up your Python/pandas code by up to 10x that I learned from a recent @kaggle notebook:

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Radek Osmulski 🇺🇦

2 years

How to speed up your tabular data processing by 1053x A tutorial on how to vectorize a complex operation in pandas/cudf using a boolean mask Bonus at the end: how to seamlessly run on the GPU with arbitrarily large data 1/19

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@radekosmulski

Radek Osmulski 🇺🇦

4 years

Interested in working with sound in Python? 🎶🎙️🥁 now has full colab support - you can run the notebooks at a click of a button 🙂 Also, new addition - how to work with large, multi-gigabyte wav files

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Radek Osmulski 🇺🇦

2 years

Two techniques to speed up your Python code by 2 - 200x: 1. Use list comprehensions (they benefit from optimizations that for loops do not). 2. Use sets when checking for membership.

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Radek Osmulski 🇺🇦

1 year

Programming has changed forever 😳 Today I used GPT-4 for the first time and I can't imagine coding without it ever again. Here is the project I worked on:

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@radekosmulski

Radek Osmulski 🇺🇦

1 year

I switched to vscode for running Jupyter Notebooks so that I can use @github Copilot and wow 🥰 (that is coming from a vim/tmux/ jupyter notebook die-hard fan) Here is my experience:

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Radek Osmulski 🇺🇦

4 years

Summary of BatchNorm, LayerNorm, InstanceNorm and GroupNorm

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Radek Osmulski 🇺🇦

6 years

This is how little code it takes to implement a siamese net using @fastdotai and @pytorch . I share this because I continue to be amazed.

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@radekosmulski

Radek Osmulski 🇺🇦

6 years

1yr ago I gave up on ML. I didn't know what to learn nor how After a 5 mths break I decided to give ML one last try. If it would not work out I would need to let it go to not continue to waste my time - maybe I am unable to learn this I then signed up for the @fastdotai course

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@radekosmulski

Radek Osmulski 🇺🇦

5 years

I created a little resource to help one practice their deep learning skills! Only 1st lecture of part 2 v3 for now but maybe there will be more 🙂

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@radekosmulski

Radek Osmulski 🇺🇦

5 years

I think I have discovered a new level of freedom in dealing with files from Python 🙂 Yet another aspect of @ProjectJupyter that is pure 🔥🔥🔥

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Radek Osmulski 🇺🇦

2 years

I am launching a new blog -- TabularMusings 🥳 Here is the first blog post: And here is the technology I am using and the reasons for starting the blog:

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Radek Osmulski 🇺🇦

2 years

3 surprisingly effective techniques for training Computer Vision models I used to win a @kaggle competition Here is how you can apply them in your projects:

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@radekosmulski

Radek Osmulski 🇺🇦

2 years

since I started to run things in parallel I cannot stop myself 😁

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Radek Osmulski 🇺🇦

1 year

💡 How to use ChatGPT in Jupyter Notebook I created a cell magic that will allow you to talk to the OpenAI API directly from your notebook:

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@radekosmulski

Radek Osmulski 🇺🇦

2 years

The most important skills for Machine Learning: • Python • Linux (env setup, ssh, moving files, editor) • git • pdb • creating good train - val - test splits • ability to scan papers for relevant information • a learner mindset • clear writing Anything I missed?

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Radek Osmulski 🇺🇦

5 years

Learning embedding space for location?! Turns out the answer is... yes! 🙂 Two absolutely fascinating reads with a lot of good information on approaching DL projects in general. The first one is a blog post by @sentiance .

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Radek Osmulski 🇺🇦

4 years

How to win @kaggle : ✅ join a competition early ✅ read forums daily ✅ make small improvements every day ✅ find validation split that tracks LB ✅ posts by top kagglers will take you 80% of the way ✅ papers, blog posts, creativity 👉remaining 20% ✅ ensemble results

@radekosmulski

Radek Osmulski 🇺🇦

6 years

1yr ago I gave up on ML. I didn't know what to learn nor how After a 5 mths break I decided to give ML one last try. If it would not work out I would need to let it go to not continue to waste my time - maybe I am unable to learn this I then signed up for the @fastdotai course

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Radek Osmulski 🇺🇦

6 years

12 months after starting the @fastdotai Deep Learning for Coders course, a little bit less after joining my first competition, I am now a @kaggle competition master.

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Radek Osmulski 🇺🇦

4 years

✍️Going From Not Being Able To Code To Deep Learning Expert ✅ what are the notes to hit when learning to program ✅ how to practice Deep Learning effectively A detailed guide based on my experience:

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Going From Not Being Able To Code To Deep Learning Hero | HackerNoon

A detailed plan for going from not being able to write code to being a deep learning expert. Advice based on personal experience.

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Radek Osmulski 🇺🇦

3 years

THREAD: The hardest things about learning deep learning online (based on personal experience): ✅ outmaneuvering thousands of engineers at Reddit, Netflix, Twitter, etc, fighting for your attention ✅ carrying on through long periods of time where you don't notice progress

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Radek Osmulski 🇺🇦

2 years

I just became a 2x @kaggle Grandmaster! 🥳

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@radekosmulski

Radek Osmulski 🇺🇦

3 years

What a cool project! Plus the code is available and there is a step by step walkthrough in the Jupyter NB 🤩 Not sure how it is possible, but the blog post is even better 😁 Model training is done with @fastdotai ! What a treasure! Added to my reading list.

@jimmie_munyi

Jimmie Munyi

3 years

I used Deep Learning to create a Real Time Sign Language Classifier that runs on the webcam. The whole project is done from scratch. You can find all the code in my github repo: Here is a blog post on the same topic: : 😃😃

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Radek Osmulski 🇺🇦

3 years

The last job I used a CV to get was a developer role from 6 years ago. I then did the @fastdotai courses. I followed the advice and started to blog. Roles started to find me. And they were outstanding. What makes such a big difference here?

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Radek Osmulski 🇺🇦

2 years

How to train and deploy an XGBoost model in a single notebook 1/8

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Radek Osmulski 🇺🇦

5 years

Everything you never knew you wanted to know about Python decorators (and more)!

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Radek Osmulski 🇺🇦

2 years

nvt op Tuesday! 🤖 Remember those @kaggle kernels where a person goes meticulously though the hundreds of columns in a DataFrame to reduce their size? What if I told you there exists an automated way to do just that? 😎

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Radek Osmulski 🇺🇦

3 years

🧵 How to become a Machine Learning Engineer without putting in the work? This thread contains everything I know on the subject. All the tips and tricks I learned over the last 8 years. Here it is.

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Radek Osmulski 🇺🇦

3 years

What advice would you give yourself if you were starting out learning Machine Learning again?

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Radek Osmulski 🇺🇦

4 years

This is what overemphasizing math when learning ML can lead to. Not a pretty picture 👇

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Radek Osmulski 🇺🇦

3 years

Meta Learning is out! 🚀🥳 Above all, thank you for the warmth and support that you have shown me here on Twitter. That means the world to me and is completely out of this world 🥰 If you would like to continue helping me, any feedback would be greatly appreciated 😊

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Radek Osmulski 🇺🇦

4 years

TIL I learned about log-mean-exp pooling! Max pool can produce very sparse gradients making it hard for the network to learn. Avg pool is sometimes not applicable to the task. LME pooling allows you to find a spot somewhere between the two extremes

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Radek Osmulski 🇺🇦

9 months

It is my great pleasure to share that I am now a 3x @kaggle Grandmaster! 🥳 (Datasets being the most recent addition 🙂)

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Radek Osmulski 🇺🇦

3 years

THREAD: Can you start learning cutting-edge deep learning without specialized hardware? 🤖 In this thread, we will train an advanced Computer Vision model on a challenging dataset. 🐕🐈 Training completes in 25 minutes on my 3yrs old Ryzen 5 CPU. Let me show you how...

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Radek Osmulski 🇺🇦

2 years

How to train your TensorFlow or PyTorch RecSys models 400x faster? Use Merlin Dataloaders 😄 Two new examples just got merged! 🥳 ✅ TensorFlow: ✅ PyTorch:

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Radek Osmulski 🇺🇦

3 years

The law of working on machine learning projects: ✅ you are unable to tell if a problem can be solved until you build a baseline ✅ any time estimates you make before building a baseline are fortune-telling

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Radek Osmulski 🇺🇦

2 years

Are you serving machine learning models in production? How are you deploying your models? What technology do you use?

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Radek Osmulski 🇺🇦

5 years

This is my favorite tweet of all time 🙂I got quite a few new followers so thought I'd share it with you One thing I would add is that `l` and `ll` give you context around the line where exception was raised.

@radekosmulski

Radek Osmulski 🇺🇦

7 years

Favorite recent jupyter notebook discovery - the %debug magic: 1. Get an exception. 2. Insert a new cell, type %debug and run it. An interactive debugger will open bringing you to where the exception occurred and allowing you to look around!

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Radek Osmulski 🇺🇦

2 years

What does docker give you as a Data Scientist? • reproducibility? • ease of switching between envs? • anything else? I keep meeting people gaslighted into using docker where it doesn't make any sense in their situation. Thinking of writing about this.

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Radek Osmulski 🇺🇦

2 years

To learn Machine Learning fast you need to use the power of constraints. Here is what they are and how you can use them to learn 12x faster:

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Radek Osmulski 🇺🇦

2 years

My second week at @NVIDIA is over! The most amazing thing is that everyone I run into (HR, IT, teammates) is both ✅ great at what they do ✅ very friendly I am starting to suspect this is by design 😄 And yeah, there are GPUs 😻

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Radek Osmulski 🇺🇦

2 years

A junior data scientist begins working on a project by tweaking the architecture to improve results. A senior data scientist starts by learning about the business problem that the model is attempting to solve.

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Radek Osmulski 🇺🇦

3 years

Being good at ML vs being good at talking online about ML are two very different things and don't often go hand in hand.

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@radekosmulski

Radek Osmulski 🇺🇦

3 years

To learn quickly -- build lots of small projects. To impress hiring managers -- work on one big project that is truly impressive.

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Radek Osmulski 🇺🇦

2 years

The opportunity cost of not learning AI is very high.

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Radek Osmulski 🇺🇦

2 years

I am in love with Optuna 😍 This is one of the least BS libraries I have ever come across. "You want your parameters optimized? Good. Because that is what we do" A tutorial on candidate generation (retrieval) with Merlin Models coming soon 🙂

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Radek Osmulski 🇺🇦

2 years

so I heard this parquet file format is quite neat 😁

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Radek Osmulski 🇺🇦

2 years

ouch

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Radek Osmulski 🇺🇦

5 years

I have never been too excited about @spacy_io , but OMG have I been wrong! I'm only starting to use it and it has the nicest human friendly API I have ever come across! Have you seen spacy.explain?! How cool is that! And then there is the amazing course:

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Radek Osmulski 🇺🇦

4 years

I finished watching @fastdotai v4 part 1 lectures and it is the best @fastdotai course yet! 🤗 Highlights: ✅amazing intro to history of DL ✅THE learning path -> create your own dataset, train a model, build an app, deploy ✅unbelievably good ethics lecture by @math_rachel

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Radek Osmulski 🇺🇦

2 years

What is the best way to get started with @PyTorch ? This tutorial by @jeremyphoward ! ✅ implement a fully-fledged NN from scratch ✅ learn foundational Deep Learning concepts along the way ✅ get exposed to best practices (set_trace, etc) Link:

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Radek Osmulski 🇺🇦

2 years

The @kaggle OTTO RecSys competition is underway! 🥳🚀 I share everything that I know So far: • 13x 🥇 medals for posts • 4x 🥇 medals for kernels If you'd like to jump into RecSys and be guided by me, I've put this post for you: see you there! 🙌🙂

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Radek Osmulski 🇺🇦

2 years

If you were looking for an introduction to modern ML techniques with practical examples, which book should you choose? 🤔 I had the pleasure to review the new book by @rasbt and I believe it to be just the answer 🙂 And a very good one at that! Here is what I found >> a 🧵 <<

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Radek Osmulski 🇺🇦

6 years

Object detection using @fastai with only 300 examples in the training set. Total train time: 3 min Please note the model definition - again very few lines of code. Annotated images myself - details in the NB. Shown in red are predictions.

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Radek Osmulski 🇺🇦

2 years

A new @kaggle competition just launched! 🥳 New Playground Series, first in 2023!🚀 Nice, clean tabular dataset where feature engineering will most likely shine ❤️‍🔥 If you would like to jump right in, I created a starter notebook: Happy Kaggling! 🙂

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📈 EDA + training a first model + submission 🚀

Explore and run machine learning code with Kaggle Notebooks | Using data from Regression with a Tabular California Housing Dataset

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Radek Osmulski 🇺🇦

8 months

Probably the best, most actionable advice for getting started on @kaggle I have ever come across. From a 4x @kaggle GrandMaster and teacher extraordinaire of all ML things and beyond, Chris Deotte:

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Create the Ultimate Data Science Resume: Valuable Insights from...

►Be the first to hear about the coolest models like ChatGPT, and follow my favorite daily AI newsletter: https://www.syntheticmind.io/subscribe?ref=EFowuebnl...

www.youtube.com

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Radek Osmulski 🇺🇦

2 years

I love peering into the future and watching the GTC keynote is my favorite way to do so! Here are my highlights from the keynote from a few hours ago. Lots of amazing developments so buckle up and let's go for a ride! 🙂 1 of 15

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Radek Osmulski 🇺🇦

5 years

This guest lecture by @jeremyphoward was a great watch. A very thorough overview of novel techniques essential to doing deep learning well. Awesome refresher plus I picked up a couple new things that seem extremely useful!

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Jeremy Howard on Platform.ai and Fast.ai (Full Stack Deep Learning -...

New course announcement ✨We're teaching an in-person LLM bootcamp in the SF Bay Area on November 14, 2023. Come join us if you want to see the most up-to-dat...

www.youtube.com

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Radek Osmulski 🇺🇦

2 years

Information on recommender systems is hard to come by But did you know that @eugeneyan has put together a list of ✅ 68 RecSys papers and articles ✅ 57 papers and articles on Search and Ranking This is amazing 🥳🍾 thank you so very much for this!!!

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Radek Osmulski 🇺🇦

5 years

let me please share with you a full docker setup for serving a @fastai model. The repository includes: ✅jupyter NB for training and saving the model ✅starlette endpoint performing inference ✅rails frontend all < 40 lines of code (excl HTML + train)

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Radek Osmulski 🇺🇦

4 years

Would you like to study @fastdotai v4 with me? I created this little companion app while going through the course you can find here: Currently only lec 1 & 2 but will be releasing a new lecture every Monday. Fun fact: the lectures do not end at 7! 😄

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Radek Osmulski 🇺🇦

4 years

What I thought becoming employable in deep learning would be: ✅learning a lot of math What it ended up being: ✅learning how to talk about your work ✅being able to point to the things you've done ✅figuring out how to use social media and limiting the negative footprint it has

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Radek Osmulski 🇺🇦

2 years

It took me 8 years to learn this truth about learning ML. I'll teach it to you in the next 5 minutes:

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Radek Osmulski 🇺🇦

2 years

I just gained a superpower 🥳 Thank you so much @fastdotai for execnb!🙏🙏🙏 I can now: • treat my notebooks as inputs • modify code/set variables ➡️ run experiments • create data flows as I please OMG can't wait to see what I will build with this 😄 A dream come true 🥰🙏

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Radek Osmulski 🇺🇦

2 years

What my colleagues have achieved is amazing 🙂 • 683x speedup vs CPU • 43x speedup vs single A100-80GB GPU Key: use the high-memory bandwidth of the GPU for embedding lookups Available with just three lines of Python code (TF2) 🙂 Read more here:

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Radek Osmulski 🇺🇦

3 years

The world is conspiring to keep you debt-laden and working longer than you physically can. In the process, you miss out on life. Learn a high-value skill (machine learning, programming, design) to set yourself free.

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Radek Osmulski 🇺🇦

5 years

This is neat 😊 ✅Train a model ✅Realize you want some functionality the framework doesn't provide ✅Define said functionality in your notebook ✅🥳🎉💃 (this is using @fastdotai v2)

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Radek Osmulski 🇺🇦

2 years

How to gain a competitive edge over 95% of people learning Machine Learning. Time for a thread ☕

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Radek Osmulski 🇺🇦

1 year

This talk between Jensen Huang and @ilyasut from two days ago is a masterclass on what makes ChatGPT tick! And an awesome first-hand account of Deep Learning history. @ilyasut shared 2 core ideas behind @OpenAI :

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Radek Osmulski 🇺🇦

4 years

sweet little function for parallelizing processing of DataFrames 🙂 All credit goes to: Very RAM heavy but useful in some scenarios

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Radek Osmulski 🇺🇦

3 years

THREAD: What is SHAP? SHAP = SHapely Additive Explanations of model predictions on 𝗮 𝗽𝗮𝗿𝘁𝗶𝗰𝘂𝗹𝗮𝗿 𝗲𝘅𝗮𝗺𝗽𝗹𝗲 They answer the question: How much each feature contributed to the prediction 💡 Here is how SHAP does its magic.

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Radek Osmulski 🇺🇦

4 years

Today I am opening my upcoming book for pre-orders! 🥳 👉👈 20 chapters and 15 000 words so far 🙂 Each chapter received at least a single rewrite. Still a long way to go🙂 The price will increase from $12.5 to 25$ upon release.

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Radek Osmulski 🇺🇦

2 years

The @kaggle Amex competition just ended 🥳 With it comes this awesome write-up by @ChrisDeotte who earned (another 😄) 🥇: • only two but very different archs • leak-free ensembling and feature selection And here is the kicker...

American Express - Default Prediction

Predict if a customer will default in the future

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Radek Osmulski 🇺🇦

2 years

Can one deliver a RecSys masterclass with a focus on • online vs batch predictions • monitoring: data distribution shifts • model deployment in 25 minutes? 🤔 Apparently, @chipro can! 🙂 A must-watch Link to video:

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Radek Osmulski 🇺🇦

2 years

If you are a data scientist, introduce yourself below 👇 This is an awesome community of people working with data 😊 Let's say hi and learn from each other!

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Radek Osmulski 🇺🇦

4 years

Anki cards for @fastdotai v4 course are here! (all 8 lectures) These are based off questions from

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Radek Osmulski 🇺🇦

4 years

Received my copy today 🥰 Not only the how, but more importantly the why that will take you from your first encounter with deep learning to state of the art across so many domains. What an amazing book!!!

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Radek Osmulski 🇺🇦

5 years

Came across this really well written intro to HTML & CSS (covers more advanced concepts like flexbox and responsive design as well). If you are starting to learn web dev or would like to brush up on some of the concepts, this seems like a great resource

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Radek Osmulski 🇺🇦

5 years

I just created my first ever Python pkg in 50 mins. Pre- @fastdotai I would read docs, not understand much, write 1 line of code, read more docs, run out of time, get discouraged. Now I skim docs, skim tutorial, copy license, copy and edit , hack readme,

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Radek Osmulski 🇺🇦

5 years

A lot of very valuable thoughts packed into 21 minutes by @martinfowler ✅what is 'agile' really? ✅what is the role of a developer in a well functioning org? ✅what are the ethics of being a programmer? ✅is software industry a meritocracy?

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Not Just Code Monkeys • Martin Fowler • GOTO 2014

This presentation was recorded at GOTO Berlin 2014. #gotocon #gotoberhttp://gotober.comMartin Fowler - Author, Speaker, Consultant & General Loud-mouth on So...

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Radek Osmulski 🇺🇦

2 years

The most important Machine Learning skill: 👉 How to create a good validation set. 👈 But most people make a couple of basic mistakes. Read this, and I guarantee you won't be one of them: >> a thread 🧵 <<

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Radek Osmulski 🇺🇦

4 years

How to build your personal website and serve it using GithubPages for free: 👉 👉 My new personal site: 👉 built without writing a single line of CSS using 👇in around 2 hours

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GitHub - radekosmulski/personal-site: a one page personal site built with mvp.css

a one page personal site built with mvp.css. Contribute to radekosmulski/personal-site development by creating an account on GitHub.

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Jeremy Howard

4 years

mvp.css is a nice easy way to quickly make a decent-looking web page, without even needing any class attributes. View the source of this page to see how clean the HTML is.

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Radek Osmulski 🇺🇦

4 years

This is so awesome I need to preserve this for posterity (AKA myself a week from now trying to remember how to do this...) 😄 Excel style conditional formatting using pandas 🤩 + font-size control From @fastdotai 's fastbook:

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Radek Osmulski 🇺🇦

2 years

Taking MOOCs changed my life. • they reignited my passion for learning • gave me the confidence I can learn complex things on my own • taught me marketable skills MOOCs mattered to me. Be careful before dismissing their enormous potential.

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Radek Osmulski 🇺🇦

3 years

🎥Modern Artificial Intelligence 1980s - 2021 by @SchmidhuberAI ! This talk delivers! 🙂 ✅ starts with the Big Bang (literally) ✅ history of everything explained in the first 10 minutes ✅ only accelerates from there 🙂 👉 Here is what I learned...

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Radek Osmulski 🇺🇦

3 years

Extremely big heartfelt thank you to everyone who made this possible ❤️ I started taking @fastdotai courses thinking I could achieve anything I applied myself to on my own. But that was a misconception. Your are only as strong as the people around you.

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Radek Osmulski 🇺🇦

2 years

What is the one resource I would recommend for anyone getting into RecSys? This lecture by @xamat . • it covers several foundational methods • more importantly, it will teach you how to think about RecSys problems Here are a couple of highlights:

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Xavier Amatriain Lecture 1+2

Machine Learning Summer School 2014 in Pittsburghhttp://www.mlss2014.comSee the website for more videos and slides.Xavier AmatriainLecture 1+2

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Radek Osmulski 🇺🇦

1 year

I ran into SLURM but its docs are written for MLOps engs with 20 years of experience. So I wrote a blog post from the perspective of someone who does devops only when they need to. SLURM is not scary at all! 😊 Maybe some of this can be of help to you!

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SLURM survival guide

This post is written from the perspective of someone learning to run SLURM jobs. There might be some inaccuracies but the idea is to get you up and running fast. Unfortunately, the only material on...

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Radek Osmulski 🇺🇦

4 years

This is an introduction to a book that I am writing. 👉👈 After reading this, what do you really want the rest of the book to cover?

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