Analytics Vidhya

JANUARY 29, 2024

Introduction In the world of deep learning, where data is often less, the role of data augmentation has become very important. We use methods like turning images or flipping them to make our model learn better. But our datasets are becoming more complicated. That’s where data augmentation steps in.

Deep Learning 319

Deep Learning Strategy Modeling Analytics 319

Analytics Vidhya

DECEMBER 28, 2023

Their revolutionary approach utilizes explainable deep learning to identify compounds capable of combating […] The post Deep Learning Used to Discover Antibiotics to Combat Drug-Resistant Bacteria appeared first on Analytics Vidhya. Felix Wong offers hope in the battle against drug-resistant bacteria.

Deep Learning 333

Deep Learning Analytics Modeling 333

Analytics Vidhya

JULY 25, 2024

Early detection is crucial, and “Flame Guardian,” a deep learning-powered fire detection system, aims to make a life-saving difference.

Deep Learning 291

Deep Learning Modeling Technology Analytics 291

Analytics Vidhya

DECEMBER 14, 2023

Introduction Gradient-weighted Class Activation Mapping is a technique used in deep learning to visualize and understand the decisions made by a CNN. This groundbreaking technique unveils the hidden decisions made by CNNs, transforming them from opaque models into transparent storytellers.

Deep Learning 328

Deep Learning Visualization Modeling Analytics 328

Analytics Vidhya

JANUARY 21, 2024

Introduction In the rapidly evolving field of data science, the demand for skilled professionals well-versed in deep learning is at an all-time high. Whether you are a seasoned data scientist […] The post Top 30 Deep Learning Interview Questions for Data Scientists appeared first on Analytics Vidhya.

Deep Learning 305

Deep Learning Data Science Analytics 305

Analytics Vidhya

MARCH 1, 2024

One solution […] The post Building a Deep Learning-based Food Quality Detector appeared first on Analytics Vidhya. Customers expect fresh food; if they receive spoiled items, they appreciate a refund or discount voucher. However, manually determining food freshness is cumbersome for customers and company staff.

Deep Learning 306

Deep Learning Analytics Modeling 306

Analytics Vidhya

APRIL 16, 2024

In the meantime, reading inspirational books, […] The post Here’s How You can Self Study for Deep Learning appeared first on Analytics Vidhya. Many struggle with where to begin or how to stay on track when starting a new endeavor.

Deep Learning 305

Deep Learning Analytics Machine Learning 305

Analytics Vidhya

DECEMBER 21, 2023

As a result, there’s a big push to find better ways to check who’s […] The post The Deep Learning Revolution in Facial Recognition for Secure Login Systems appeared first on Analytics Vidhya. This has led to more cases of hacking and identity theft.

Deep Learning 316

Deep Learning Measurement Analytics Modeling 316

Analytics Vidhya

MARCH 18, 2024

These sudden ejections of energy from the sun’s surface can cause disturbances in our satellites, GPS communications, and […] The post How Can Deep Learning Be Applied to Predict Solar Flares? appeared first on Analytics Vidhya.

Deep Learning 305

Deep Learning Analytics Modeling 305

Analytics Vidhya

OCTOBER 30, 2024

Your new best friend in your machine learning, deep learning, and numerical computing journey. It can automatically handle gradients, compile your code to run fast using JIT, and even run […] The post Guide to Lightning-fast JAX appeared first on Analytics Vidhya. Think of it as NumPy with superpowers.

Deep Learning 249

Deep Learning Machine Learning Analytics IT 249

Analytics Vidhya

OCTOBER 14, 2024

They use deep learning techniques, particularly transformers, to perform various language tasks such as translation, text generation, and summarization. […] The post 12 Free And Paid LLMs for Your Daily Tasks appeared first on Analytics Vidhya.

Deep Learning 223

Deep Learning Interactive Modeling Analytics 223

Analytics Vidhya

NOVEMBER 17, 2022

Source: Canva Introduction Competitive Deep Learning models rely on a wealth of training data, computing resources, and time. Moreover, the need for running deep learning models on […]. The post Comprehensive Guide for Interview Questions on Transfer Learning appeared first on Analytics Vidhya.

Deep Learning 390

Deep Learning Data Science Publishing Modeling 390

Analytics Vidhya

APRIL 22, 2024

Introduction Deep learning is a fascinating field that explores the mysteries of gradients and their impact on neural networks. Solutions like ReLU activation and gradient clipping promise to revolutionize deep learning, unlocking secrets for training success.

Deep Learning 316

Deep Learning Visualization Analytics Machine Learning 316

Analytics Vidhya

DECEMBER 23, 2024

Deep learning intelligent agents are revolutionizing the concept of machine and technology around us. Cognitive systems are able to reason, decide, operate and even solve problems without human interferences.

Deep Learning 206

Deep Learning Technology Analytics 206

Analytics Vidhya

JUNE 20, 2024

Introduction An introduction to machine learning (ML) or deep learning (DL) involves understanding two basic concepts: parameters and hyperparameters. So let’s explore and […] The post Understanding Parameters and Hyperparameters appeared first on Analytics Vidhya.

Deep Learning 318

Deep Learning Machine Learning Analytics Modeling 318

Analytics Vidhya

APRIL 24, 2024

From Google’s powerful Tesseract to EasyOCR’s fancy deep learning, these libraries can do some pretty […] The post Top 8 OCR Libraries in Python to Extract Text from Image appeared first on Analytics Vidhya. In Python, there are some cool libraries that help your computer understand text in pictures.

Deep Learning 318

Deep Learning Analytics IT Machine Learning 318

Analytics Vidhya

APRIL 15, 2024

Introduction Overfitting in ConvNets is a challenge in deep learning and neural networks, where a model learns too much from training data, leading to poor performance on new data. This phenomenon is especially prevalent in complex neural architectures, which can model intricate relationships.

Deep Learning 343

Deep Learning Modeling Analytics Machine Learning 343

Analytics Vidhya

SEPTEMBER 29, 2023

Introduction In deep learning, optimization algorithms are crucial components that help neural networks learn efficiently and converge to optimal solutions. appeared first on Analytics Vidhya.

Optimization 336

Optimization Deep Learning Analytics Machine Learning 336

Analytics Vidhya

APRIL 16, 2024

Introduction Welcome into the world of Transformers, the deep learning model that has transformed Natural Language Processing (NLP) since its debut in 2017. These linguistic marvels, armed with self-attention mechanisms, revolutionize how machines understand language, from translating texts to analyzing sentiments.

Technology 346

Technology Deep Learning Modeling Analytics 346

Analytics Vidhya

OCTOBER 30, 2023

They depend on deep learning algorithms trained on significant datasets of previously recorded […] The post The Ultimate Guide to AI Voice Generators for 2023 Edition appeared first on Analytics Vidhya.

Deep Learning 340

Deep Learning Analytics 340

Analytics Vidhya

MAY 29, 2024

This subject has been transformed by Transformers, which are sophisticated deep learning models that provide unmatched performance in extractive and abstractive summarization techniques. appeared first on Analytics Vidhya.

Modeling 305

Modeling Deep Learning Analytics 305

Analytics Vidhya

MARCH 19, 2024

It leverages cutting-edge deep-learning techniques to generate dynamic and expressive avatars that move and speak in perfect sync with the audio input. […] The post All About Google’s New VLOGGER AI – Features, Applications, Working, and More! appeared first on Analytics Vidhya.

Deep Learning 326

Deep Learning Analytics IT Modeling 326

Analytics Vidhya

DECEMBER 14, 2023

Introduction In the era of Artificial Intelligence (AI), Machine Learning (ML), and Deep Learning (DL), the demand for formidable computational resources has reached a fever pitch. This digital revolution has propelled us into uncharted territories, where data-driven insights hold the keys to innovation.

Deep Learning 319

Deep Learning Machine Learning Data-driven Analytics 319

Analytics Vidhya

APRIL 19, 2024

Introduction Embark on a thrilling journey into the domain of Convolutional Neural Networks (CNNs) and Skorch, a revolutionary fusion of PyTorch’s deep learning prowess and the simplicity of scikit-learn. Join us […] The post Train PyTorch Models Scikit-learn Style with Skorch appeared first on Analytics Vidhya.

Modeling 318

Modeling Deep Learning Machine Learning Visualization 318

Analytics Vidhya

NOVEMBER 24, 2023

Introduction Convolutional Neural Networks (CNNs) have been key players in understanding images and patterns, transforming the landscape of deep learning. The journey began with Yan introducing the LeNet architecture, and today, we have a range of CNNs to choose from.

Deep Learning 316

Deep Learning Analytics 316

Analytics Vidhya

OCTOBER 12, 2023

LLMs use deep learning techniques to perform natural language processing tasks. appeared first on Analytics Vidhya. have revolutionized the way we solve problems. This article will teach you to build LLM Apps […] The post How to Build LLM Apps Using Vector Database?

Deep Learning 353

Deep Learning Modeling Analytics 353

Analytics Vidhya

JUNE 15, 2024

TensorFlow is a robust end-to-end Deep Learning framework. appeared first on Analytics Vidhya. We will also explore Tensorflow vs Keras in this article. Overview What is TensorFlow? TensorFlow APIs are organized […] The post TensorFlow vs Keras: Which is a Better Library?

Deep Learning 310

Deep Learning Machine Learning Analytics Data Science 310

Analytics Vidhya

DECEMBER 23, 2023

Introduction In deep learning, the Adam optimizer has become a go-to algorithm for many practitioners. Its ability to adapt learning rates for different parameters and its gentle computational requirements make it a versatile and efficient choice.

Optimization 304

Optimization Deep Learning IT Analytics 304

Analytics Vidhya

JANUARY 24, 2024

In the old days, transfer learning was a concept mostly used in deep learning. This paper explored models using fine-tuning and transfer learning. This paper explored models using fine-tuning and transfer learning. Introduction Welcome to the world of Large Language Models (LLM).

Modeling 336

Modeling Deep Learning Analytics Machine Learning 336

Analytics Vidhya

APRIL 9, 2024

However, before delving deeper into neural networks, it’s essential to grasp the distinction between machine learning and deep learning. Within the realm of […] The post A Comprehensive Guide on Neural Networks appeared first on Analytics Vidhya.

Deep Learning 294

Deep Learning Machine Learning Analytics IT 294

Analytics Vidhya

JUNE 24, 2024

A particular kind of deep learning model called stable diffusion […] The post Stable Diffusion 3: Guide to the Latest Text-to-Image Model by Stability AI appeared first on Analytics Vidhya. Overview What is the Stable Diffusion Model?

Modeling 301

Modeling Deep Learning Analytics IT 301

Analytics Vidhya

MARCH 20, 2024

Introduction Optimizing deep learning is a critical aspect of training efficient and accurate neural networks. In this article we will delve into the working of the ada […] The post AdaHessian: Implementation, Analysis & Adam Comparison appeared first on Analytics Vidhya.

Deep Learning 289

Deep Learning Optimization Analytics IT 289

Analytics Vidhya

MARCH 7, 2024

This collaborative effort marks a significant leap forward in 3D deep learning. It addresses the longstanding challenges of 3D object generation and […] The post New Stable Diffusion Model TripoSR Can Generate 3D Object from a Single Image appeared first on Analytics Vidhya.

Modeling 325

Modeling Deep Learning Analytics IT 325

Analytics Vidhya

DECEMBER 20, 2023

Introduction Data augmentation encompasses various techniques to expand and enhance datasets for machine learning and deep learning models. Color and contrast adjustments alter image appearance, including […] The post Understanding Mosaic Data Augmentation appeared first on Analytics Vidhya.

Deep Learning 318

Deep Learning Machine Learning Modeling Analytics 318

Analytics Vidhya

NOVEMBER 21, 2023

The vector stores have become an integral part of developing apps with Deep Learning Models, especially the Large Language Models. In the ever-evolving landscape of […] The post A Deep Dive into Qdrant, the Rust-Based Vector Database appeared first on Analytics Vidhya.

Deep Learning 319

Deep Learning Structured Data Modeling Analytics 319

Analytics Vidhya

JANUARY 15, 2025

Through tools like LIME and SHAP, we demonstrate how to gain insights […] The post ML and AI Model Explainability and Interpretability appeared first on Analytics Vidhya.

Modeling 271

Modeling Machine Learning Finance Technology 271

Analytics Vidhya

NOVEMBER 18, 2024

This tutorial starts from how to set up the environment and preprocess the data to how to define the CNN structure and the final step is to test the model. […] The post Image Classification with JAX, Flax, and Optax : A Step-by-Step Guide appeared first on Analytics Vidhya.

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Testing Modeling Analytics Deep Learning 224