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Open in app Sign up Sign In Write Sign up Sign In Heartbeat 11.7K Followers Follow Home About Data Science ML/DL MLOps Contribute Explore Comet Kristen Kehrer ·1 day ago OBJECT DETECTION USING YOLOV5 AND SENDING ALERTS You’ve made it to the third and final part of bus detection with YOLOv5 tutorial! If you haven’t been following along this whole time, you can read about the camera setup, data collection and annotation process here. The second part of the tutorial focused on getting the data out of… Yolov 5 6 min read Yolov 5 6 min read -------------------------------------------------------------------------------- Ibrahim Ogunbiyi ·2 days ago INTRODUCTION TO ARTIFACTS IN COMET When conducting machine learning (ML) experiments, often you’re in an ML hackathon or you’re building ML solutions for an organization. You will probably want to make sure you keep track of some pieces of the block that are involved in that experiment. For example, the dataset used, model types, etc… Heartbeat 3 min read Heartbeat 3 min read -------------------------------------------------------------------------------- Adrien payong ·4 days ago EXBERT: A VISUAL REPRESENTATION OF ATTENTION HEADS Introduction — In various areas of Natural Language Processing (NLP), including machine translation and text summarization, neural networks based on the Transformer design have shown remarkable progress. The Transformer relies on “multi-head attention” to route the model’s thinking, and its adaptability enables it to be pre-trained on large corpora to build contextual representations… Heartbeat 5 min read Heartbeat 5 min read -------------------------------------------------------------------------------- Shittu Olumide Ayodeji ·Jan 12 HOW TO LOG YOUR KERAS DEEP LEARNING EXPERIMENTS WITH COMET Overview Let us start by asking ourselves some questions: Have you ever wondered how Google’s translation app can instantly convert entire paragraphs between two languages? How do Netflix and YouTube know what movies or videos we like, and how do they provide suitable recommendations? Or how do autonomous vehicles even become… Comet 6 min read Comet 6 min read -------------------------------------------------------------------------------- Başak Buluz Kömeçoğlu ·Jan 4 PYTHAE + COMET Application: Reconstructing MNIST dataset images — The Pythae library, which brings together many Variational Autoencoder models and enables researchers to make comparisons and conduct reproducible research, is now integrated with Comet ML! The Comet ML experiment tracking tool is very useful for researchers to store their experiment configs, track their training, and compare the results in… Autoencoder 3 min read Autoencoder 3 min read -------------------------------------------------------------------------------- Oluseye Jeremiah ·Jan 3 EXPLORING IMAGE CLASSIFICATION WITH KANGAS Using Kangas Server for Image Classification — Data developers have always had trouble working with large datasets, and this difficulty still exists in the modern data industry. It is no longer necessary to worry about how to run a dataset with millions of images without crashing the notebook because the team at Comet have created a… Heartbeat 4 min read Heartbeat 4 min read -------------------------------------------------------------------------------- Emilie Lewis ·Dec 22, 2022 HEARTBEAT 2022 WRAP-UP The top articles of the year — 2022 was a big year at Heartbeat — at the end of 2021 the publication was acquired by Comet, a leader in MLOps, and since then we’ve continued to put out amazing content each week focusing on machine learning, deep learning, and MLOps. While the new acquisition meant a slight… Heartbeat 3 min read Heartbeat 3 min read -------------------------------------------------------------------------------- Emilie Lewis ·Dec 22, 2022 2022 COMET WRAP-UP The best news and product releases — 2022 was a big year for Comet! Not only did we release our very first open-source tool, but we were named a Gartner Cool Vendor, expanded the team by 50+ folks, and added multiple integrations. Here’s a wrap-up of the most exciting year in Comet’s history! Kangas Release Comet 5 min read Comet 5 min read -------------------------------------------------------------------------------- Ann Wambui ·Dec 21, 2022 BEST OF MACHINE LEARNING IN 2022: REDDIT EDITION A look at the most popular projects, discussions, research papers, demos, and more from r/MachineLearning over the past year — Here is a list of top projects in the past year from the machine learning subreddit. The descriptions are as provided by the post authors or the paper abstracts. I made a robot that punishes me if it detects that if I am procrastinating on my assignments (3.7K ⬆️) Speech-to-speech translation for a real-world unwritten language (2.8K ⬆️) Reddit 16 min read Reddit 16 min read -------------------------------------------------------------------------------- İrem Kömürcü ·Dec 21, 2022 DATA SCIENCE AND DATA SCIENCE HIERARCHY Data is the most important and popular resource today. Applications, artificial intelligence products, games, customer services, marketing trends, social media, and more provide us with data and create a large data pool by taking data from us. Big Data is the science of data that is concerned with collecting, storing… Data Science 7 min read Data Science 7 min read -------------------------------------------------------------------------------- Timothy Lu ·Dec 20, 2022 PROBLEM-SOLVING CODE AS A DATA SCIENTIST Data scientists might not be software engineers but we do our own fair share of coding! From creating beautiful visualizations to building our neural network models, it all starts with code. Maybe you’ve just begun your data science journey or you’re a seasoned vet, but sometimes the hardest part of… Data Science 9 min read Data Science 9 min read -------------------------------------------------------------------------------- Kaan Boke Ph.D. ·Dec 20, 2022 YOUR APP IS ON THE CLOUD | MLOPS PIPELINE WITH AWS BEANSTALK & GITHUB ACTIONS In this article, you’ll deploy your Flask Application to AWS Beanstalk with GitHub Actions. You’ll implement the MLOps pipeline with continuous integration and deployment, all using easy-to-follow, step-by-step explanations. Introduction In the previous article in this series, we discussed two different ways to upload Flask applications to AWS Beanstalk. First, we… Mlops 7 min read Mlops 7 min read -------------------------------------------------------------------------------- Harpreet Sahota ·Dec 19, 2022 A BETTER WAY TO TRAIN YOUR NEURAL NETWORKS Five tips from experts in deep learning and computer vision — I asked a dozen deep learning legends at Deci AI to share their favorite neural network training tips… These 5 came up most frequently: Exponential moving average Weight averaging Batch accumulation Precise batchnorm Zero weight decay on batch norm and bias Let me break these down for you… Deep Learning 6 min read Deep Learning 6 min read -------------------------------------------------------------------------------- Adhing'a Fredrick ·Dec 16, 2022 FEDERATED LEARNING FOR TABULAR DATA USING FLOWER FRAMEWORK With advancements in AI development, the major issue facing the AI community is dealing with users’ data privacy and security concerns. Users demand that their privacy be respected by not using data but good Machine Learning models require lots of data. … Heartbeat 9 min read Heartbeat 9 min read -------------------------------------------------------------------------------- Agun Emmanuel Olakunle ·Dec 16, 2022 PREDICTING DIABETES DISEASE WITH EVALML (AUTOML) According to W.H.O, in 2014, 8.5% of adults aged 18 years and older had diabetes. 1.5 million deaths were directly related to diabetes in 2019, and 48% occurred in those under 70 years old. … Machine Learning 9 min read Machine Learning 9 min read -------------------------------------------------------------------------------- Pragati Baheti ·Dec 15, 2022 BERT: STATE-OF-THE-ART MODEL FOR NATURAL LANGUAGE PROCESSING BERT is among those developments proposed by the Google research team that shifted machine learning standards by demonstrating outstanding results in NLP tasks like question-answering in chatbot applications, computer translation, language interpretation, next sentence prediction, and much, much more. Overview BERT (Bidirectional Encoder representation from Transformers) is an open-source machine learning… NLP 8 min read NLP 8 min read -------------------------------------------------------------------------------- Kaustubhverma ·Dec 14, 2022 IMPLEMENTING DATA SCIENCE IN POWER BI When the internet is in usage, a lot of raw data gets generated online with the current estimation of around 1.145 trillion MB per day. Many industries rely on this data for obtaining important pieces of information when making decisions around sales and revenue. The Data Scientist(s) work on the… Heartbeat 6 min read Heartbeat 6 min read -------------------------------------------------------------------------------- Harpreet Sahota ·Dec 13, 2022 RESNET: HOW ONE PAPER CHANGED DEEP LEARNING FOREVER Learn how this paper tackled two of deep learnings biggest challenges plus code along to see it in action — In December of 2015 a paper was published that rocked the deep learning world. Widely regarded as one of the most influential papers in modern deep learning, it has been cited over 110,000 times. … Computer Vision 12 min read Computer Vision 12 min read -------------------------------------------------------------------------------- Khushboo Kumari ·Dec 13, 2022 WHAT IS CONTRACT AI? And how can you use it automate contract reviews? — Introduction A crucial aspect of the business is contract management. The American National Association of Purchasing Managers estimates that the turnover of thousands of the largest corporations in the world involves between 20 and 40 thousand contracts annually. 10% of contracts are still maintained in paper form, which makes them challenging… Artificial Intelligence 6 min read Artificial Intelligence 6 min read -------------------------------------------------------------------------------- Shittu Olumide Ayodeji ·Dec 12, 2022 USING COMET EFFECTIVELY IN A STARTUP Overview Businesses of all sizes, from global powerhouses like Netflix and Amazon, to a single tiny retail outlet, work to expand and increase productivity. One method is to include AI and machine learning in operations. Artificial intelligence is assuming dominance with its pervasive presence in every industry and business endeavor. AI… Comet 2 min read Comet 2 min read Comet is a machine learning platform helping data scientists, ML engineers, and deep learning engineers build better models faster Follow Connect with Heartbeat EDITORS EMILIE LEWIS Content and Community Manager @ Comet Follow GIDEON MENDELS Co-founder/CEO of Comet.ml — a machine learning experimentation platform helping data scientists track, compare, explain, reproduce ML experiments. Follow THALES CEOLIN Follow See all SIGN UP FOR THE HEARTBEAT NEWSLETTER BY HEARTBEAT Exploring the intersection of machine learning and mobile development Take a look. By signing up, you will create a Medium account if you don’t already have one. Review our Privacy Policy for more information about our privacy practices. Get this newsletter Help Status Writers Blog Careers Privacy Terms About Text to speech To make Medium work, we log user data. By using Medium, you agree to our Privacy Policy, including cookie policy.