Analytics Vidhya

MARCH 6, 2024

Introduction Deploying machine learning models with Flask offers a seamless way to integrate predictive capabilities into web applications. Flask, a lightweight web framework for Python, provides a simple yet powerful environment for serving machine learning models. appeared first on Analytics Vidhya.

Machine Learning 254

Machine Learning Modeling Analytics 254

Analytics Vidhya

AUGUST 10, 2021

ArticleVideo Book This article was published as a part of the Data Science Blogathon Introduction According to Haines and Crounch, mathematical modelling is a process. The post Mathematical Modelling: Modelling the Spread of Diseases with SIRD Model appeared first on Analytics Vidhya.

Modeling 396

Modeling Data Science Publishing Analytics 396

Analytics Vidhya

MARCH 27, 2024

Introduction This article will introduce the concept of data modeling, a crucial process that outlines how data is stored, organized, and accessed within a database or data system. It involves converting real-world business needs into a logical and structured format that can be realized in a database or data warehouse.

Modeling 241

Modeling Data Warehouse Analytics IT 241

Analytics Vidhya

OCTOBER 25, 2023

Explainable AI aims to make machine learning models more transparent to clients, patients, or loan applicants, helping build trust and social acceptance of these systems. Now, different models require different explanation methods, depending on the audience.

Modeling 269

Modeling Machine Learning Data-driven Analytics 269

Analytics Vidhya

OCTOBER 17, 2022

This article was published as a part of the Data Science Blogathon. Introduction This article is part of blog series on Machine Learning Operations(MLOps). In the previous articles, we have gone through the introduction, MLOps pipeline, model training, model testing, model packaging, and model registering.

Modeling 272

Modeling Machine Learning Testing Data Science 272

Analytics Vidhya

SEPTEMBER 20, 2023

Introduction Diffusion Models have gained significant attention recently, particularly in Natural Language Processing (NLP). Based on the concept of diffusing noise through data, these models have shown remarkable capabilities in various NLP tasks.

Modeling 300

Modeling Analytics Deep Learning 300

Analytics Vidhya

AUGUST 30, 2022

This article was published as a part of the Data Science Blogathon. Introduction Topic models, an essential part of Natural Language Processing (NLP) workflows, can be used in multiple and diverse fields. The post Supervised Topic Models appeared first on Analytics Vidhya.

Modeling 287

Modeling Data Science Publishing Analytics 287

Analytics Vidhya

SEPTEMBER 26, 2023

Introduction Generalized Additive Models (GAMs) constitute a powerful framework in data science, capable of discovering complex relationships within data. Understanding GAMs is crucial for anyone navigating intricate data patterns, as they offer a unique approach to modeling non-linear dependencies.

Modeling 269

Modeling Data Science Analytics Deep Learning 269

Analytics Vidhya

DECEMBER 21, 2023

Introduction The amalgamation of artificial intelligence (AI) and artistry unveils new avenues in creative digital art, prominently through diffusion models. These models stand out in the creative AI art generation, offering a distinct approach from conventional neural networks.

Modeling 228

Modeling Analytics Machine Learning 228

KDnuggets

DECEMBER 9, 2021

In this article, we will be analyzing a dataset of scientific abstracts using the Neo4j Graph database and a fine-tuned SciBERT model.

Modeling 160

Modeling Analytics 160

Analytics Vidhya

DECEMBER 12, 2023

Introduction Hugging Face has become a treasure trove for natural language processing enthusiasts and developers, offering a diverse collection of pre-trained language models that can be easily integrated into various applications. In the world of Large Language Models (LLMs), Hugging Face stands out as a go-to platform.

Modeling 229

Modeling Analytics 229

Analytics Vidhya

DECEMBER 21, 2023

This article explores ‘Uncertainty Modeling,’ a fundamental aspect of AI often overlooked but crucial for ensuring trust and safety. Introduction In our AI-driven world, reliability has never been more critical, especially in safety-critical applications where human lives are at stake.

Uncertainty 259

Uncertainty Modeling Data-driven Analytics 259

Analytics Vidhya

JANUARY 3, 2022

This article was published as a part of the Data Science Blogathon. Introduction A language model in NLP is a probabilistic statistical model that determines the probability of a given sequence of words occurring in a sentence based on the previous words.

Modeling 371

Modeling Statistics Data Science Publishing 371

Analytics Vidhya

SEPTEMBER 7, 2023

In this article, we explore a game-changing strategy: leveraging generative models, specifically Variational […] The post Leveraging Generative Models to Boost Semi-Supervised Learning appeared first on Analytics Vidhya.

Modeling 273

Modeling Machine Learning Strategy Analytics 273

Analytics Vidhya

JUNE 16, 2023

Introduction Large Language Models (LLMs) have revolutionized natural language processing, enabling computers to generate human-like text and understand context with unprecedented accuracy. In this article, we shall discuss what will be the future of language models? How LLMs will revolutionise the world?

Modeling 313

Modeling Analytics 313

Analytics Vidhya

AUGUST 1, 2022

This article was published as a part of the Data Science Blogathon. Source: Canva Introduction After looking at the progress […]. The post Do Tree-based Models Outperform Deep Learning Models on Tabular Data? appeared first on Analytics Vidhya.

Deep Learning 327

Deep Learning Modeling Data Science Publishing 327

Analytics Vidhya

SEPTEMBER 12, 2023

In this article, we’ll explore the journey of creating Large Language Models (LLMs) for ‘Musician’s Intent Recognition’ […] The post Text to Sound – Train Your Large Language Models appeared first on Analytics Vidhya.

Modeling 265

Modeling Analytics IT Deep Learning 265

Analytics Vidhya

OCTOBER 27, 2023

A group of AI researchers from Tencent YouTu Lab and the University of Science and Technology of China (USTC) have unveiled “Woodpecker,” an AI framework created to address the enduring problem of hallucinations in Multimodal Large Language Models (MLLMs). This is a ground-breaking development.

Modeling 261

Modeling Technology Analytics 261

Analytics Vidhya

OCTOBER 25, 2023

One of the silent heroes behind this transformation is the application of Large Language Models (LLMs) in the field of medical , health domain and mainly in text analysis. This article […] The post The Impact of Large Language Models on Medical Text Analysis appeared first on Analytics Vidhya.

Modeling 267

Modeling Technology Analytics 267

Analytics Vidhya

FEBRUARY 28, 2023

This article explains to you the idea […] The post Understanding Dimensional Modeling appeared first on Analytics Vidhya. This data is used by an organization to find valuable insights which help in improving an organization’s growth and strategies and give them an upper hand over its competitors.

Modeling 241

Modeling Strategy Analytics IT 241

Analytics Vidhya

APRIL 23, 2022

This article was published as a part of the Data Science Blogathon. Introduction In this section, we will build a face detection algorithm using Caffe model, but only OpenCV is not involved this time. The post Face detection using the Caffe model appeared first on Analytics Vidhya.

Modeling 359

Modeling Deep Learning Data Science Publishing 359

Analytics Vidhya

NOVEMBER 18, 2022

This article was published as a part of the Data Science Blogathon. The post Analyzing and Comparing Deep Learning Models appeared first on Analytics Vidhya. The post Analyzing and Comparing Deep Learning Models appeared first on Analytics Vidhya. Deep Learning Overview Deep Learning is a subset of Machine Learning.

Deep Learning 331

Deep Learning Modeling Machine Learning Data Science 331

Analytics Vidhya

AUGUST 9, 2022

This article was published as a part of the Data Science Blogathon. The model for natural language processing is called Minerva. The post Minerva – Google’s Language Model for Quantitative Reasoning appeared first on Analytics Vidhya.

Modeling 353

Modeling Experimentation Data Science Publishing 353

Analytics Vidhya

MAY 16, 2023

Introduction With the release of Chatgpt and other Large Language Models (LLMs), there has been a significant increase in the number of models available. Despite this, there is still no fixed or standardized way to evaluate the quality of these Large Language models. New LLMs are being released every other day.

Modeling 267

Modeling Analytics Data Science 267

Analytics Vidhya

OCTOBER 25, 2022

This article was published as a part of the Data Science Blogathon. The post Machine Learning Models Comparative Analysis appeared first on Analytics Vidhya. Introduction The phrase “machine learning” was invented by Arthur Samuel at IBM. Machine learning is a part of Artificial Intelligence. Supervised […].

Machine Learning 338

Machine Learning Modeling Data Science Publishing 338

Analytics Vidhya

JANUARY 25, 2024

Stability AI, the pioneering company in stable diffusion technology, is making waves in the realm of language models with its latest release, Stable LM 2 1.6B. As the company grapples with reported financial troubles, this strategic shift towards language models could be a game-changer.

Modeling 227

Modeling Reporting Technology Analytics 227

Analytics Vidhya

OCTOBER 28, 2022

This article was published as a part of the Data Science Blogathon. Introduction The generalization of machine learning models is the ability of a model to classify or forecast new data. When we train a model on a dataset, and the model is provided with new data absent from the trained set, it may perform […].

Machine Learning 350

Machine Learning Modeling Forecasting Data Science 350

Analytics Vidhya

MAY 29, 2023

Introduction Hugging face has provided different means of carryout image-to-image generation using pre-trained models and other available libraries. This article will generate new images from an input image using UNet2DConditionModel models. The implementation will be based on PyTorch and then the hugging face depth2img.

Modeling 273

Modeling Analytics IT 273

Analytics Vidhya

NOVEMBER 29, 2021

This article was published as a part of the Data Science Blogathon. In this article, we will learn about model explainability and the different ways to interpret a machine learning model. What is Model Explainability? Model explainability refers to the concept of being able to understand the machine learning model.

Modeling 357

Modeling Machine Learning Data Science Publishing 357

Analytics Vidhya

SEPTEMBER 20, 2022

This article was published as a part of the Data Science Blogathon. The post Image Classification Using Resnet-50 Deep Learning Model appeared first on Analytics Vidhya. We will […].

Deep Learning 342

Deep Learning Modeling Machine Learning Data Science 342

Analytics Vidhya

NOVEMBER 3, 2022

This article was published as a part of the Data Science Blogathon. Source: Canva Introduction In 2018, GoogleAI researchers released the BERT model. However, the BERT model did have some drawbacks i.e. it was bulky and hence a little slow. It was a fantastic work that brought a revolution in the NLP domain.

Modeling 309

Modeling Data Science Publishing Analytics 309

Analytics Vidhya

DECEMBER 12, 2020

Introduction Read this article on machine learning model deployment using serverless deployment. Serverless compute abstracts away provisioning, managing severs and configuring software, simplifying model. The post Machine Learning Model – Serverless Deployment appeared first on Analytics Vidhya.

Machine Learning 386

Machine Learning Modeling Software Management 386

Analytics Vidhya

JULY 26, 2023

OpenAI, a pioneering force in artificial intelligence, is creating waves in the tech community by potentially releasing its open-source GPT model. This article delves into the exciting developments and implications of […] The post OpenAI Teases Open-Source GPT Model Release appeared first on Analytics Vidhya.

Modeling 228

Modeling Analytics IT 228

Analytics Vidhya

DECEMBER 15, 2023

Introduction In recent years, Artificial Intelligence (AI) has undergone extraordinary transformations, with generative models at the forefront of this technological revolution. As we step into 2024, these advanced models have not only reshaped the landscape of creativity but also set new standards in automation across diverse industries.

Modeling 220

Modeling Technology Analytics Machine Learning 220

Analytics Vidhya

OCTOBER 12, 2020

This article was published as a part of the Data Science Blogathon. Introduction There is no mathematical equation for model interpretability. The post Global Model Interpretability Techniques for Black Box Models appeared first on Analytics Vidhya. ‘Interpretability is the.

Modeling 324

Modeling Data Science Publishing Analytics 324

Analytics Vidhya

NOVEMBER 20, 2021

This article was published as a part of the Data Science Blogathon. Introduction Image 1 In this article, we will be discussing various ways through which we can polish up or fine-tune our machine learning model. The post Polish Up your ML model! The post Polish Up your ML model!

Modeling 319

Modeling Machine Learning Data Science Publishing 319

Analytics Vidhya

DECEMBER 4, 2023

Introduction In natural language processing, language models have undergone a transformative journey. While attention often gravitates towards colossal models like GPT-3, the practicality and accessibility of small language models should not be underestimated.

Modeling 215

Modeling Analytics Data Science 215