@ronysoliman.bsky.social
Artificial Intelligence (AI) | Machine Learning | MLOps | LLMs | Deep Learning | NLP | Data Science | Systems Design | Recommendation Systems https://www.youtube.com/@RonyMLE
๐๐ฒ๐๐ผ๐ป๐ฑ ๐ง๐๐ฝ๐ถ๐ฐ๐ฎ๐น ๐ ๐, ๐๐ฒ๐ฐ๐ต ๐ฒ๐ฑ๐๐ฐ๐ฎ๐๐ถ๐ผ๐ป ๐ถ๐ป ๐ฎ๐ฌ๐ฎ๐ฑ ๐ถ๐ ๐ฐ๐ผ๐บ๐ฝ๐น๐ฒ๐๐ฒ๐น๐ ๐ณ๐ฟ๐ฒ๐ฒ. ๐ฌ๐ผ๐ ๐ท๐๐๐ ๐ป๐ฒ๐ฒ๐ฑ ๐๐ผ ๐ธ๐ป๐ผ๐ ๐๐ต๐ฒ๐ฟ๐ฒ ๐๐ผ ๐น๐ผ๐ผ๐ธ.
Coursera is Paid ๐คฏ What are the (FREE) other options?
youtu.be/XPIWA9lomxs
Auto-correlation & Random walk have a connection:
Letโs assume thereโs a drunk man. he wander the city aimlessly, His steps are random. Intuitively assume that his current position is completely tied to his previous position.
But his next steps in the next minute is unknown.
youtu.be/_Ke54TJqY9s
In this video, I focus on providing many alternatives of Kaggle (Kaggle still a marvelous platform) of free authentic datasets, sometimes all we want is real challenge & new projects!
Follow for more :)
youtu.be/HR1sDaZOMDI
We'll explore why time series is more than just a regression problem and why you shouldn't skip it, even if it's not perfect. Plus, I'll share a simple "last-cycle forecasting" trick that often provides a surprisingly strong baseline against complex AI models!
youtu.be/Y7KCMaBDeDM
How can we know if one thing truly causes another, or if it's just a coincidence? ๐๐๐ฎ๐ฌ๐๐ฅ ๐๐ง๐๐๐ซ๐๐ง๐๐! ๐ค
The field dedicated to uncovering cause-effect relationships, not just correlations. We'll explore why this is crucial for making better decisions in business, and tech.
youtu.be/40wIk7FSxdM
๐ช๐ต๐ถ๐ฐ๐ต ๐ถ๐ ๐ช๐ผ๐ฟ๐๐ฒ: ๐๐ฎ๐น๐๐ฒ ๐ก๐ฒ๐ด๐ฎ๐๐ถ๐๐ฒ (๐๐ก) ๐ผ๐ฟ ๐๐ฎ๐น๐๐ฒ ๐ฃ๐ผ๐๐ถ๐๐ถ๐๐ฒ (๐๐ฃ)?
The cost or severity of a FP vs. FN is context-dependent. In the case of COVID-19, a FN is often worse because it may result in an infected individual unknowingly spreading the virus
#machinelearning #datascience #AI
youtu.be/S5_Q7hjwoRA
I discuss deep learning (DL) concepts, most common types, deep learning libraries in python & functions in PyTorch & TensorFlow, typically use in building neural networks models in python.
#deeplearning #datascience #artificialinteeligence #pytorch #tensorflow
youtu.be/JLXnuaLy_d4
In this video, I break down the machine learning components using Random Forest algorithm in Python!
Follow for more data science content :)
#machinelearning #randomforest #datascience #artificialintelligence #machinelearningpipeline #mlpipeline
youtu.be/zwgsjNlmRCU
In this video, I break down one of the most essential concepts in machine learning: Encoding vs Embedding. Whether you're just starting out or brushing up your skills, I will walk you through the different types of encoding (One-Hot, Label, Ordinal, Target, and Cyclical)
youtu.be/YubludFDl7Q
๐ ๐ผ๐ฑ๐ฒ๐น ๐๐ฒ๐ฐ๐ฎ๐ ๐
๐๐ฉ๐ฆ ๐ฐ๐ท๐ฆ๐ณ๐ญ๐ฐ๐ฐ๐ฌ๐ฆ๐ฅ ๐ต๐ฉ๐ณ๐ฆ๐ข๐ต ๐ต๐ฐ ๐๐ ๐ฑ๐ฆ๐ณ๐ง๐ฐ๐ณ๐ฎ๐ข๐ฏ๐ค๐ฆ
Accuracy isnโt the end. As data evolves, even great models degrade silently. Letโs break down what causes model decay and how to fight it. ๐ค
#MachineLearning #DataScience #artificialintelligence
youtu.be/xdJweIMaPVY
Whether youโre job hunting or already in #Tech, spotting these signs early can save your time, energy, & peace of mind. Next video covers 7 #Tech Red Flags ๐
#DataScience #MachineLearning #ArtificialIntelliegence #ComputerScience #TechCareerAdvice #TechJob #Tech #cs #AI
youtu.be/aeMQZyV0x74
Ensemble Methods are getting๐ฅ #XGBoost, #CatBoost & #LightGBM are covered in the next video ๐
Focusing on the resilient advantages & limitations!
#DataScience #MachineLearning #ArtificialIntelliegence #ComputerScience #EnsembleLearning #XGBoost #CatBoost
youtu.be/7kWYW-99fpc
Whether youโre job hunting or already in tech, spotting these signs early can save your time, energy, and peace of mind. From vague leadership vibes to outdated systems, hereโs a breakdown of what to look out for and how to handle them smartly..
youtu.be/aeMQZyV0x74
Tech skills hiring managers won't compromise on! Must-have skills for landing data science job in 2025
#fyp #datascience #artificialintelligence
