Analytics Vidhya

DECEMBER 11, 2022

Introduction In machine learning, the data’s amount and quality are necessary to model training and performance. The amount of data affects machine learning and deep learning algorithms a lot. The post Machine Learning with Limited Data appeared first on Analytics Vidhya.

Machine Learning 361

Machine Learning Deep Learning Data Science Publishing 361

Analytics Vidhya

SEPTEMBER 20, 2022

Introduction In this article, we will train a classification model which uses the feature extraction + classification principle, i.e., firstly, we extract relevant features from an image and then use these feature vectors in machine learning classifiers to perform the final classification. We will […].

Deep Learning 374

Deep Learning Modeling Machine Learning Data Science 374

Analytics Vidhya

NOVEMBER 1, 2022

Introduction In the 21st century, the world is rapidly moving towards Artificial Intelligence and Machine Learning. The post How to Make an Image Classification Model Using Deep Learning? appeared first on Analytics Vidhya. Companies are investing vast […].

Deep Learning 389

Deep Learning Modeling Machine Learning Data Science 389

Analytics Vidhya

OCTOBER 17, 2022

The post Optimization Essentials for Machine Learning appeared first on Analytics Vidhya. Where is Optimization used in DS/ML/DL? What are Convex […].

Machine Learning 360

Machine Learning Optimization Deep Learning Statistics 360

Analytics Vidhya

DECEMBER 12, 2022

Introduction In machine learning and deep learning, the amount of data fed to the algorithm is one of the most critical factors affecting the model’s performance. However, in every machine learning or deep learning problem, it is impossible to have enough data to […].

Machine Learning 342

Machine Learning Deep Learning Data Science Publishing 342

Analytics Vidhya

JUNE 14, 2024

Introduction Efficient ML models and frameworks for building or even deploying are the need of the hour after the advent of Machine Learning (ML) and Artificial Intelligence (AI) in various sectors. PyTorch and Tensorflow have similar features, integrations, […] The post PyTorch vs TensorFlow: Which is Better for Deep Learning?

Deep Learning 329

Deep Learning Machine Learning Modeling Analytics 329

Analytics Vidhya

AUGUST 7, 2021

ArticleVideo Book This article was published as a part of the Data Science Blogathon Introduction This article aims to compare four different deep learning and. The post Email Spam Detection – A Comparative Analysis of 4 Machine Learning Models appeared first on Analytics Vidhya.

Machine Learning 393

Machine Learning Modeling Deep Learning Data Science 393

Analytics Vidhya

APRIL 14, 2023

Introduction Fashion has not received much attention in AI, including Machine Learning, Deep Learning, in different sectors like Healthcare, Education, and Agriculture. This is because fashion is not considered a critical field; consider this a fun project!

Deep Learning 319

Deep Learning Machine Learning Analytics IT 319

Analytics Vidhya

JANUARY 29, 2024

Introduction Machine learning has revolutionized the field of data analysis and predictive modelling. With the help of machine learning libraries, developers and data scientists can easily implement complex algorithms and models without writing extensive code from scratch.

Machine Learning 353

Machine Learning Predictive Modeling Modeling Analytics 353

Analytics Vidhya

JANUARY 17, 2024

Determination of the type of soil that has the clay, sand, and silt particles in the respective proportions is important for suitable crop selection […] The post Agriculture & Deep Learning: Improving Soil & Crop Yields appeared first on Analytics Vidhya.

Deep Learning 329

Deep Learning Analytics IT Machine Learning 329

Analytics Vidhya

MAY 8, 2024

Introduction If I had to pick one platform that has single-handedly kept me up-to-date with the latest developments in data science and machine learning – it would be GitHub.

Machine Learning 370

Machine Learning Data Science Analytics IT 370

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

OCTOBER 28, 2022

Introduction The generalization of machine learning models is the ability of a model to classify or forecast new data. The post Non-Generalization and Generalization of Machine learning Models appeared first on Analytics Vidhya.

Machine Learning 399

Machine Learning Modeling Forecasting Data Science 399

Analytics Vidhya

OCTOBER 16, 2022

Introduction Graph machine learning is quickly gaining attention for its enormous potential and ability to perform extremely well on non-traditional tasks. Active research is being done in this area (being touted by some as a new frontier of machine learning), and open-source libraries […].

Machine Learning 399

Machine Learning IT Data Science Publishing 399

Analytics Vidhya

FEBRUARY 25, 2023

ChatGPT is an artificial intelligence model that uses the deep model to produce human-like text. It predicts […] The post Learning the Basics of Deep learning, ChatGPT, and Bard AI appeared first on Analytics Vidhya.

Deep Learning 364

Deep Learning Modeling Analytics IT 364

Analytics Vidhya

AUGUST 29, 2022

Introduction When training a machine learning model, the model can be easily overfitted or under fitted. To avoid this, we use regularization in machine learning to properly fit the model to our test set. The post Regularization in Machine Learning appeared first on Analytics Vidhya.

Machine Learning 343

Machine Learning Testing Data Science Publishing 343

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

FEBRUARY 24, 2023

Thanks […] The post Deep Learning in Banking: Colombian Peso Banknote Detection appeared first on Analytics Vidhya. This process could be time-consuming for everyday business professionals and individuals dealing with cash. This calls for a need to achieve this goal via automation.

Deep Learning 328

Deep Learning Enterprise Analytics Data mining 328

Analytics Vidhya

JULY 22, 2024

Introduction In this article, we dive into the top 10 publications that have transformed artificial intelligence and machine learning. By highlighting the significant impact of these discoveries on current applications and […] The post 10 Must Read Machine Learning Research Papers appeared first on Analytics Vidhya.

Machine Learning 327

Machine Learning Analytics Deep Learning 327

Analytics Vidhya

MARCH 1, 2023

Introduction Machine learning is one of the trending topics in the current industry and business scenarios, where almost all companies and businesses want to integrate machine learning applications into their working mechanisms and work environments. appeared first on Analytics Vidhya.

Machine Learning 334

Machine Learning Analytics IT Deep Learning 334

Analytics Vidhya

SEPTEMBER 24, 2021

This article was published as a part of the Data Science Blogathon Image 1 Introduction In this article, I will use the YouTube Trends database and Python programming language to train a language model that generates text using learning tools, which will be used for the task of making youtube video articles or for your blogs. […].

Machine Learning 400

Machine Learning Modeling Data Science Publishing 400

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

MAY 7, 2024

Introduction Are you following the trend or genuinely interested in Machine Learning? Either way, you will need the right resources to TRUST, LEARN and SUCCEED. If you are unable to find the right Machine Learning resource in 2024? We are here to help.

Machine Learning 328

Machine Learning Analytics Deep Learning Data Science 328

Analytics Vidhya

NOVEMBER 12, 2021

This article was published as a part of the Data Science Blogathon This article starts by discussing the fundamentals of Natural Language Processing (NLP) and later demonstrates using Automated Machine Learning (AutoML) to build models to predict the sentiment of text data. You may be […].

Machine Learning 400

Machine Learning Data Science Publishing Modeling 400

Analytics Vidhya

JULY 9, 2024

Introduction Few concepts in mathematics and information theory have profoundly impacted modern machine learning and artificial intelligence, such as the Kullback-Leibler (KL) divergence.

Machine Learning 255

Machine Learning Metrics Deep Learning Statistics 255

Analytics Vidhya

JULY 16, 2024

This article aims to provide readers with […] The post What is Tensor: Key Concepts, Properties, and Uses in Machine Learning appeared first on Analytics Vidhya. Tensors efficiently handle multi-dimensional data, making such innovative projects possible.

Machine Learning 341

Machine Learning Forecasting Analytics Deep Learning 341

Analytics Vidhya

MAY 14, 2023

As data scientists and experienced technologists, professionals often seek clarification when tackling machine learning problems and striving to overcome data discrepancies. It is crucial for them to learn the correct strategy to identify or develop models for solving equations involving distinct variables.

Machine Learning 318

Machine Learning Strategy Modeling Analytics 318

Analytics Vidhya

JANUARY 24, 2024

Introduction Welcome to the practical side of machine learning, where the concept of vector norms quietly guides algorithms and shapes predictions. Whether you’re new or familiar with the terrain, grasping […] The post Vector Norms in Machine Learning: Decoding L1 and L2 Norms appeared first on Analytics Vidhya.

Machine Learning 306

Machine Learning Measurement Analytics Deep Learning 306

Analytics Vidhya

JULY 18, 2023

The complex problems in the world of computers and artificial Intelligence need the aid of deep learning tools. Constant updates on tools and newer perspectives to deal with the problems require hands-on expertise and experience handling deep learning tools.

Deep Learning 271

Deep Learning Analytics Machine Learning Technology 271

Analytics Vidhya

AUGUST 31, 2022

The post Complete Guide to run Machine learning on Spark using Spark MLLIB appeared first on Analytics Vidhya. Introduction The digital transformation has given rise to the release of massive amounts of data each second, and companies’ servers are not that powerful to bear the load.

Machine Learning 343

Machine Learning Digital Transformation Data Science Publishing 343

Analytics Vidhya

DECEMBER 2, 2021

This article was published as a part of the Data Science Blogathon The math behind Neural Networks Neural networks form the core of deep learning, a subset of machine learning that I introduced in my previous article. appeared first on Analytics Vidhya. data is passed […].

Deep Learning 400

Deep Learning Machine Learning Data Science Publishing 400

Analytics Vidhya

NOVEMBER 2, 2021

Introduction You’ve probably heard of TensorFlow if you’re a machine learning student. It has become an industry norm and is one of the most common tools for machine learning and deep learning experts. TensorFlow is a free and open-source library for creating machine […].

Deep Learning 400

Deep Learning Machine Learning Data Science Publishing 400

Analytics Vidhya

JULY 25, 2022

Introduction The gradient descent algorithm is an optimization algorithm mostly used in machine learning and deep learning. In linear regression, it finds weight and biases, and deep learning backward propagation uses the […].

Deep Learning 364

Deep Learning IT Machine Learning Data Science 364

Analytics Vidhya

JULY 31, 2022

Introduction In certain circumstances, using pre-built frameworks from machine learning and deep learning libraries may be beneficial. The post Training CNN from Scratch Using the Custom Dataset appeared first on Analytics Vidhya. This article demonstrates how to create a CNN […].

Deep Learning 396

Deep Learning Machine Learning Data Science Publishing 396

Analytics Vidhya

MARCH 2, 2023

Introduction The advancement of interest in Deep Learning in recent years and the explosion of Machine Learning tools like TensorFlow, PyTorch, etc., will also be cited, which will provide ease of use and easy debugging of codes.

Deep Learning 364

Deep Learning IT Machine Learning Analytics 364

Analytics Vidhya

FEBRUARY 25, 2023

Introduction In recent years, the evolution of technology has increased tremendously, and nowadays, deep learning is widely used in many domains. This has achieved great success in many fields, like computer vision tasks and natural language processing.

Deep Learning 336

Deep Learning Machine Learning Technology Analytics 336

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