How to Handle Imbalanced Data in ML Classification using Python
Author(s): Muttineni Sai Rohith Originally published on Towards AI. In this article, we will discuss what is Imbalanced Data, the Metrics we should use to evaluate the model with Imbalanced Data, and the Techniques used to Handle Imbalanced Data. While doing binary …
Stop Using Grid Search! The Complete Practical Tutorial on Keras Tuner
Author(s): Konstantinos Poulinakis Originally published on Towards AI. Contents: This member-only story is on us. Upgrade to access all of Medium. Keras Tuner practical tutorial for automatic hyperparameter tuning of deep neural networks. An autoML tutorial. Photo by Veri Ivanova on UnsplashIntroLoad …
Quick Take On Text to Image Conversion With AI — Using Stable Diffusion
Author(s): Ketan Bhavsar Originally published on Towards AI. While the conversion tools have been there for years, Stable Diffusion literally makes it possible for anyone to create photorealistic art! Courtesy: Stable Diffusion What is text to image conversion model? Simplistically, it’s a …
Things You Need for the First 6 Months of Getting into Data
Author(s): Byron Dolon Originally published on Towards AI. A list of FREE resources for anyone looking to become a data analyst, data engineer, or data scientist (and why anyone might want to take a look at it) This member-only story is on …
Building ML Enabled Applications
Author(s): Murli Sivashanmugam Originally published on Towards AI. From Building Software Applications to Building ML Applications Software Applications are currently transitioning from being Data-Enabled Applications to ML-Enabled Applications. In the future, most Software applications will not only have to collect and process …
Improve Your Classification Models With Threshold Tuning
Author(s): Edoardo Bianchi Originally published on Towards AI. A practical and essential guide This member-only story is on us. Upgrade to access all of Medium. Photo by Denisse Leon on Unsplash Threshold tuning is an important and necessary step in the Data …
Keras EarlyStopping Callback to train the Neural Networks Perfectly
Author(s): Muttineni Sai Rohith Originally published on Towards AI. In the Arrowverse series, When Arrow says to Flash — “Take your own advice, wear a mask”, “You can be better” — Well, I thought, maybe if we have some same kind of …
Overview Of Vision Transformers Is All You Need
Author(s): Mustafa Gültekin Originally published on Towards AI. How are Transformers the next breakthrough in computer vision? This member-only story is on us. Upgrade to access all of Medium. Photo by Joshua Earle on Unsplash In the history of transformers in deep …
At the crossroads of Neuroscience, Data Science and Machine Learning — edition #1
Author(s): Kevin Berlemont, PhD Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Image created by StableDiffusion image generator using the title as the prompt Welcome to this bi-weekly/monthly newsletter, where I review and …
Elucidating the Power of Inferential Statistics To Make Smarter Decisions!
Author(s): Harjot Kaur Originally published on Towards AI. The lost importance of inferential statistics… The strategic role of data science teams in the industry is fundamentally to help businesses to make smarter decisions. This includes decisions on minuscule scales (such as optimizing …
Complete Guide to Pandas Dataframe With Real-time Use Case
Author(s): Muttineni Sai Rohith Originally published on Towards AI. After my Pyspark Series — where readers are mostly interested in Pyspark Dataframe and Pyspark RDD, I got suggestions and requests to write on Pandas DataFrame, So that one can compare between Pyspark …
General Video Understanding with AI
Author(s): Louis Bouchard Originally published on Towards AI. What does such a model understand when it sees such a picture or, even more complex, a video? This member-only story is on us. Upgrade to access all of Medium. Originally published on louisbouchard.ai, …
Statistics 101-Part 1-What Is Hypothesis Testing, Its Type, and Its Process?
Author(s): Kumar kaushal Originally published on Towards AI. Definition of hypothesis testing, the process of doing hypothesis testing, its types, and applications Photo by Thomas T on Unsplash This is a part of a series of articles related to Statistics 101. In …
What Is the Connection Between a World Model, Schrödinger’s Cat, and Neural Networks?
Author(s): Alexander Kovalenko Originally published on Towards AI. Using Physics-Informed Neural Network (PINN) to solve famous Schrödinger Equation source For centuries, curious minds have been trying to crack the structure of the world around us. Most would agree that any branch of …
TransUNet — Revolutionize Traditional Image Segmentation
Author(s): Leo Wang Originally published on Towards AI. Renovating U-Net by combining CNNs and Transformer to achieve SOTA results on image segmentation tasks. Table of Contents · U+1F525 Intuition· U+1F525 TransUNet ∘ Down-Sampling (Encoding) ∘ Up-Sampling (Decoding)· U+1F525 Results· U+1F525 Implementations· Reference …
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