Week 47
5 Minutes of Data Science - week 47
Highlights from November 21 to November 27
Foreword
Last week we saw Stable Diffusion 2.0 come out. There was also quite a big discussion on Galatica, a languarge language model by Meta.
Blogs
- DeepMind’s latest research at NeurIPS 2022, by DeepMind
- Building interactive agents in video game worlds, by DeepMind
- Benchmarking the next generation of never-ending learners, by DeepMind
- Amazon SURE program hosts three Amazon Days, by Amazon Science
- How a NeurIPS workshop is increasing women's visibility in AI, by Amazon Science
- NeurIPS: Why causal-representation learning may be the future of AI, by Amazon Science
- A quick guide to Amazon’s papers at NeurIPS 2022, by Amazon Science
Podcasts
- Autonomous cars cannot drive. Here is why. (Ep. 210), by Data Science At Home
- Measuring Web Search Behavior, by Data Skeptic
- Engineering Production NLP Systems at T-Mobile with Heather Nolis - #600, by The TWIML AI
- How Chelsea FC Uses Analytics to Drive Matchday Success, by DataFramed
- Technical Writing and Data Journalism - Angelica Lo Duca, by Data Talks
- Memory Profiling for Pandas, at r/Data Science (💬22)
- Dear Hiring Managers in DS field, how to boost your chances for landing entry job, with no prior experience in DS?, at r/Data Science (💬93)
- Serious: What's a harmonic mean and why does everyone joke about it?, at r/Data Science (💬53)
- QUALCOMM demos 3D reconstruction on AR glasses — monocular depth estimation with self supervised neural network processed on glasses and smartphone in realtime, at r/Machine Learning (💬28)
- Stable Diffusion 2.0 Announcement, at r/Machine Learning (💬32)
- Human-level play in the game of Diplomacy by combining language models with strategic reasoning — Meta AI, at r/Machine Learning (💬27)
- 3blue1brown "Probabilities of probabilities" series. They never made the last video :'(, at r/Ask Statistics (💬2)
- Is this left skewed?, at r/Ask Statistics (💬33)
- What does last line mean?, at r/Ask Statistics (💬1)
- What is Galactica and What Happened?, at r/Latest in ML (💬0)
Github jupyter notebook trends
- nerf: Code release for NeRF (Neural Radiance Fields)
- CLIP: Contrastive Language-Image Pretraining
- pandas_exercises: Practice your pandas skills!
- yolov7: Implementation of paper - YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors
- deep-rl-class: This repo contain the syllabus of the Hugging Face Deep Reinforcement Learning Class.
- handson-ml2: A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.
- OneFormer: [Preprint] OneFormer: One Transformer to Rule Universal Image Segmentation, 2022
- stable-diffusion: A latent text-to-image diffusion model
- whisper: Robust Speech Recognition via Large-Scale Weak Supervision
- notebooks: Notebooks using the Hugging Face libraries🤗
- py: Repository to store sample python programs for python learning
- Face-Mask-Detection: Face Mask Detection system based on computer vision and deep learning using OpenCV and Tensorflow/Keras
- python-essential-training-2449125: Python Essential Training
- latent-diffusion: High-Resolution Image Synthesis with Latent Diffusion Models
- Complete-Python-3-Bootcamp: Course Files for Complete Python 3 Bootcamp Course on Udemy
- learnopencv: Learn OpenCV : C++ and Python Examples
- simclr: SimCLRv2 - Big Self-Supervised Models are Strong Semi-Supervised Learners
- annotated_deep_learning_paper_implementations: 🧑🏫59 Implementations/tutorials of deep learning papers with side-by-side notes📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, ...), gans(cyclegan, stylegan2, ...),🎮reinforcement learning (ppo, dqn), capsnet, distillation, ...🧠
Github python trends
- DiffusionDet: PyTorch implementation of DiffusionDet (https://arxiv.org/abs/2211.09788)
- openpilot: openpilot is an open source driver assistance system. openpilot performs the functions of Automated Lane Centering and Adaptive Cruise Control for over 200 supported car makes and models.
- diffusers: 🤗Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch
- CodeFormer: [NeurIPS 2022] Towards Robust Blind Face Restoration with Codebook Lookup Transformer
- galai: Model API for GALACTICA
- txtai: 💡Build AI-powered semantic search applications
- CfC: Closed-form Continuous-time Neural Networks
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