Google Research AI blog

MARCH 30, 2023

Even many of the standard datasets we use today have been shown to have mislabeled data that can destabilize established ML benchmarks. Despite the fundamental importance of data to ML, it’s only now beginning to receive the same level of attention that models and learning algorithms have been enjoying for the past decade. LAION or The Pile ).

ML 96

ML Algorithm NLP Neural Network 96

Mlearning.ai

JUNE 8, 2023

Docs: Include project documentation, such as a README file outlining the project’s purpose, installation instructions, dependencies, and usage guidelines. This step will help you identify the necessary resources and set a clear direction for your project. Organize the data into subfolders based on data sources or types.

Data Science 52

Data Science Categorization Explainability AI 52

Mlearning.ai

JULY 4, 2023

Precautions must be taken to ensure data privacy and compliance with ethical guidelines, such as anonymizing personal information and obtaining informed consent where necessary. This initial data collection lays the foundation for our subsequent analysis and modeling.

Machine Learning 52

Machine Learning Algorithm Natural Language Processing Automation 52

Mlearning.ai

MARCH 1, 2023

In this post, I will provide an overview of appropriate, most common evaluation metrics, demonstrate their interpretation and implementation, and propose a guideline to properly evaluate medical image segmentation performance to increase research reliability and reproducibility in the field. Evaluation metrics are the answer!

Computer Vision 52

Computer Vision Python Deep Learning ML 52

Sebastian Ruder

AUGUST 15, 2021

Machine translation Machine translation, similar to past years, was one of the most popular tracks of the conference, just behind the general ML track in terms of the number of submissions as can be seen below. The distribution of submissions per track (with 3350 submissions in total).

NLP 52

NLP Explainability Neural Network Natural Language Processing 52

Mlearning.ai

DECEMBER 22, 2023

Compared to their previous model, Mistral-7b , Mixtral is based on a Mixture-of-Experts (MoE) transformers architecture, which uses multiple networks with a gating layer to allocate inputs to specialized experts — this basically allows for training different tasks separately. The Mistral 8x7B model comprises 8 experts and 7 billion parameters each.

Auto-complete 52

Auto-complete Python ML AI Tools 52

Mlearning.ai

JUNE 12, 2023

Overview of the Probably Approximately Correct Learning Framework 1. Introduction In the dynamic field of machine learning (ML), understanding the capabilities and limitations of our models is vital for achieving success. Additionally, we introduce Hoeffding’s inequality as a valuable tool for assessing model performance and ensuring generalization.

Python 52

Python ML Machine Learning Algorithm 52

Mlearning.ai

AUGUST 22, 2023

Activation Functions in Neural Networks From the traditional Sigmoid and ReLU to cutting-edge activation functions like GeLU, this article delves into their significance, math, and guidelines for choosing the ideal function for your model. A Neural Network depicting Activations Functions in Action. Image by the Author. Leaky ReLU 5.

Neural Network 52

Neural Network Algorithm Computer Vision Deep Learning 52

Mlearning.ai

AUGUST 18, 2023

The next step involves applying analytical skills to discern patterns that can aid in diagnostic procedures. A data scientist in healthcare sifts through massive sets of data and runs various models and tests to identify any correlations and connections. These findings can lead to the discovery of new drugs and treatments.

Data Science 52

Data Science Data Scientist Machine Learning Algorithm 52

Unite.AI

JANUARY 12, 2024

Preprint repositories like arXiv have also seen exponential growth in AI submissions, enabling quicker dissemination but reducing peer review and increasing the risk of unchecked errors or biases. The rise of deep learning reignited interest in neural networks, while natural language processing surged with ChatGPT-level models.

Generative AI 189

Generative AI Neural Network AI AI 189

AWS Machine Learning Blog

MAY 9, 2024

This post is co-written with Tom Famularo, Abhay Shah and Nicolette Kontor from Verisk. Verisk (Nasdaq: VRSK) is a leading data analytics and technology partner for the global insurance industry. The company is committed to ethical and responsible AI development, with human oversight and transparency.

Insight Engine 101

Insight Engine Generative AI LLM AI 101

Mlearning.ai

MAY 21, 2023

Due to the strict guidelines and review process for iOS applications, the development process typically takes longer than that for Android applications. Due to the stricter guidelines and review process for iOS apps, developing an app typically takes longer than developing an app for Android.

Machine Learning 98

Machine Learning ML 98

Mlearning.ai

FEBRUARY 26, 2023

Check out some suggestions/guideline from Emma Ding. Submission Suggestions Data Science Rewind #7 was originally published in MLearning.ai The Next Generation Of Large Language Models Interview Prep Always take advantage of the opportunity to ask more questions at the end of the interview. Check out the Data Science Interview book.

Data Science 52

Data Science Neural Network Large Language Models Deep Learning 52

Mlearning.ai

FEBRUARY 24, 2024

I took a look at the proposals that will regulate the entire field of machine learning in the EU in the future: Which companies and players will be affected? Which AI technologies will be regulated and how? How will generative AI be dealt with? What does this mean for the European AI scene? What is it all about? Why do we need it?

AI 98

AI AI Generative AI ChatGPT 98

AWS Machine Learning Blog

AUGUST 15, 2023

At the scale of product reviews submitted every month, it is essential to verify that these reviews align with Amazon Community Guidelines regarding acceptable language, words, videos, and images. By enforcing these guidelines, Amazon can maintain a safe and inclusive environment for all customers.

DevOps 76

DevOps Computer Vision Automation ML 76

Mlearning.ai

MAY 4, 2023

Artists worldwide argue that AI image training infringes upon their copyrights, and this blog post delves into this fascinating conflict and its implications for the art community. This process often involves scraping images from the internet, which may incorporate artists’ works without their consent or compensation.

AI Modeling 52

AI Modeling Artificial Intelligence Artificial Intelligence AI 52

Mlearning.ai

APRIL 26, 2023

The approach here is novel approach or guideline to implement a frame for the ML lifecycle. In this article, we will discuss a modular approach to designing an ML lifecycle framework using custom steps and pipelines that serve as a foundation for your projects. We will extend two base classes that will be the foundation of our framework; i.e

ML 40

ML Metadata Machine Learning Categorization 40

Mlearning.ai

DECEMBER 4, 2023

Submission Suggestions Mastering the Art of Data Utilization: 7 Essential Guidelines for Success was originally published in MLearning.ai A solid foundation of data understanding is essential for meaningful analysis. By doing so, you ensure that your insights resonate with each stakeholder.

Data Analysis 52

Data Analysis Python Data Scientist AI Modeling 52

John Snow Labs

JUNE 30, 2023

In the previous blog post, we discussed how to manually annotate customer reviews based on specific annotation guidelines. When you train the model, you can select if you want to filter the tasks by submissions or reviewed. Welcome to Part III of our blog series on extracting entities from text reviews using NLP Lab.

NLP 52

NLP Neural Network Automation Data Scientist 52

Mlearning.ai

JULY 5, 2023

{This article was written without the assistance or use of AI tools, providing an authentic and insightful exploration of Kivy} Image by Author In the vast ocean of information that engulfs us, fear not, for I present to you the ultimate guide, a veritable treasure trove, that will equip you with the mastery of Kivy. But that’s just the beginning!

Python 52

Python ML Machine Learning AI Tools 52

Mlearning.ai

JANUARY 17, 2024

And it will change everything. Let us dive into the wild world of genAI. Each section of this story comprises a discussion of the topic plus a curated list of resources, sometimes containing sites with more lists of resources: 20+: What is Generative AI? Let’s play the comparison game. Classic AI models are usually focused on a single task.

Generative AI 98

Generative AI Prompt Engineer Prompt Engineering Large Language Models 98

Mlearning.ai

SEPTEMBER 4, 2023

“Take” “Take” refers to the traditional software-as-a-service (SaaS) model where you use the software “as is” off-the-shelf. There are various options available. They include: Public access: Access to closed tools like OpenAI’s ChatGPT may be viable for some organizations. These services target power users but may not be appropriate for businesses.

Generative AI 52

Generative AI Large Language Models AI AI 52

Mlearning.ai

MAY 15, 2023

PEP 8 is especially important since it documents the style guidelines for Python Code. Apparently contributing to the Python open-source community requires you to follow these style guidelines sincerely and strictly. As a result, Python proficiency has become a valuable skill sought after by employers across various industries.

Python 52

Python Explainability Data Analysis ML 52

Mlearning.ai

JUNE 16, 2023

Increase your productivity in software development with Generative AI As I mentioned in Generative AI use case article, we are seeing AI-assisted developers. I include some reference for this field in that article, but as time goes by, it is necessary to dedicate a particular article to survey this field in-depth.

Software Development 52

Software Development Generative AI ChatGPT Prompt Engineer 52

Mlearning.ai

SEPTEMBER 6, 2023

Anyone with $10 worth of knowledge is currently trying to resell their techniques for $100. But fear not! The Internet in reality is an enchanted forest from a video game of the 90s — is full of hidden treasures waiting to be discovered. My quest? I’ve also added two handy cheat-sheets to help you design your own prompts.

Prompt Engineer 52

Prompt Engineer Prompt Engineering ChatGPT OpenAI 52