A 2021 Guide to improving CNN’s-Recent Optimizers

https://miro.medium.com/max/1200/0*U0F_5VStC3duG7dd Original Source Here LookAhead[3] Unlike previous proposals, which mostly improve the Adam family methods, LookAhead proposes a completely different approach to accelerating optimization. Lookahead uses two optimizers to first update the “fast weights” k times before updating the “slow weights” once in the direction of the final fast weights. This procedure will reduce theContinue reading “A 2021 Guide to improving CNN’s-Recent Optimizers”

Bringing More Humans into the AI Lifecycle

Original Source Here 2– After spending some time with the annotation, we are ready to use rb.load and prepare our dataset for fine-tuning the model. Normally, we would split it into train, test, and validation, but let’s keep the example as straightforward as possible: 3– From this point on, it’s just regular fine-tuning with theContinue reading “Bringing More Humans into the AI Lifecycle”

The Artificial intelligence and Internet of Things (IoT)

https://miro.medium.com/max/1200/0*q0tal7oJ3LV_Cdrl Original Source Here The Artificial intelligence and Internet of Things (IoT) Photo by Louis Reed on Unsplash Artificial intelligence has gradually taken our daily life, now we are passing from the information era to the AI era, Internet of Things is one of the key elements of artificial intelligence, we are using machinery andContinue reading “The Artificial intelligence and Internet of Things (IoT)”

Black Box And White Box Models

Original Source Here If we consider a Neural Network which category does it belongs to? Ans: BLACK MODEL YEAH! It’s as complicated as Black Magic, effective and efficient too.. That’s funny!! Let’s see what we can find out in this blog. BLACK MODEL: Black-box models such as Gradient boosting models, Neural Networks or complicated ensemblesContinue reading “Black Box And White Box Models”

Auto Import Python Libraries

https://miro.medium.com/max/1200/0*CKJ8iNahS6LCg7Ee Original Source Here Auto Import Python Libraries Using Pyforest to import important python libraries Photo by Chris Ried on Unsplash Do you also get stuck in importing libraries while coding in python? It happens with most of us that while coding we forget to import libraries that we will use and we got stuckContinue reading “Auto Import Python Libraries”

Overview of AutoNLP from Hugging Face with Example Project

Original Source Here Overview of AutoNLP from Hugging Face with Example Project What is AutoNLP and How Do You Use It? AutoNLP is an automated way to train, evaluate, and deploy state-of-the-art NLP models for varying tasks. AutoNLP is a beta project from Hugging Face that builds on the company’s work with its Transformer project.Continue reading “Overview of AutoNLP from Hugging Face with Example Project”

Generative Adversarial Networks or GANs : Introduction

Original Source Here Generative Adversarial Networks or GANs : Introduction Arts Generated by GANs Generative Adversarial Networks or GANs are used in drawing or sketching some figures, to be precise it is used for generating an output that is fairly distinctive from the input dataset. We know that Neural Networks are used for classification, GivenContinue reading “Generative Adversarial Networks or GANs : Introduction”

Auto Import Python Libraries

https://miro.medium.com/max/1200/0*CKJ8iNahS6LCg7Ee Original Source Here Auto Import Python Libraries Using Pyforest to import important python libraries Photo by Chris Ried on Unsplash Do you also get stuck in importing libraries while coding in python? It happens with most of us that while coding we forget to import libraries that we will use and we got stuckContinue reading “Auto Import Python Libraries”

Pokémon Classification

Original Source Here The softmax function is generally used as the activation function in the output layer of neural network models that predict a multinomial probability distribution. That is, softmax is used as the activation function for multi-class classification problems as in this case, we had multiple classes of Pokémon. Moreover, the softmax is veryContinue reading “Pokémon Classification”