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Who are the true catalysts fueling AI progress?

Who are the true catalysts fueling AI progress?

Hint: They are hardly represented in popular top k lists When a field of study achieves a significant practical breakthrough, it rapidly attracts capital and heightens societal awareness of its implications. AI had such a moment with ChatGPT. However, these breakthroughs often cast a spotlight that overshadows the genuine catalysts

TWC #20

State-of-the-art (SOTA) updates for 12 – 18 Dec 2022. This weekly newsletter highlights the work of researchers who produced state-of-the-art work breaking existing records on benchmarks. They also * authored their paper * released their code * released models in most cases * released notebooks/apps in few cases New records were set on the

TWC #19

State-of-the-art (SOTA) updates for 5 – 11 Dec 2022. This weekly newsletter highlights the work of researchers who produced state-of-the-art work breaking existing records on benchmarks. They also * authored their paper * released their code * released models in most cases * released notebooks/apps in few cases New records were set on the

TWC #18

State-of-the-art (SOTA) updates for 28 Nov – 4 Dec 2022. This weekly newsletter highlights the work of researchers who produced state-of-the-art work breaking existing records on benchmarks. They also * authored their paper * released their code * released models in most cases * released notebooks/apps in few cases Nearly half of released source

TWC #17

State-of-the-art (SOTA) updates for 21 – 27 Nov 2022. This weekly newsletter highlights the work of researchers who produced state-of-the-art work breaking existing records on benchmarks. They also * authored their paper * released their code * released models in most cases * released notebooks/apps in few cases Nearly half of released source code

#TWC 16

State-of-the-art (SOTA) updates for 14 – 20 Nov 2022 This weekly newsletter highlights the work of researchers who produced state-of-the-art work breaking existing records on benchmarks. They also * authored their paper * released their code * released models in most cases * released notebooks/apps in few cases It is worth noting a significant

TWC #15

State-of-the-art (SOTA) updates for 7 – 13 Nov 2022 First of all... why another newsletter on ML papers? It is nearly impossible to capture all the nuances of model implementation in a paper. Code release is key to replicate work or build off it. While a small percentage of researchers release

TWC #14

State-of-the-art (SOTA) updates for 31 Oct– 6 Nov 2022 TasksWithCode weekly newsletter highlights the work of SOTA researchers. Researchers in figure above produced state-of-the-art work breaking existing records on benchmarks. They also * authored their paper * released their code * released models in most cases * released notebooks/apps in few cases It

TWC #13

State-of-the-art (SOTA) updates for 24 Oct– 30 Oct 2022 TasksWithCode weekly newsletter highlights the work of SOTA researchers. Researchers in figure above produced state-of-the-art work breaking existing records on benchmarks. They also * authored their paper * released their code * released models in most cases * released notebooks/apps in few cases The

TWC #12

State-of-the-art (SOTA) updates for 17 Oct– 23 Oct 2022 TasksWithCode weekly newsletter highlights the work of SOTA researchers. Researchers in figure above produced state-of-the-art work breaking existing records on benchmarks. They also * authored their paper * released their code * released models in most cases * released notebooks/apps in few cases The

TWC #11

State-of-the-art (SOTA) updates for 10 Oct– 16 Oct 2022 TasksWithCode weekly newsletter highlights the work of SOTA researchers. Researchers in figure above produced state-of-the-art work breaking existing records on benchmarks. They also * authored their paper * released their code * released models in most cases * released notebooks/apps in few cases The

TWC #10

State-of-the-art (SOTA) updates for 3 Oct– 9 Oct 2022 TasksWithCode weekly newsletter highlights the work of researchers who publish their code (often with models) along with their SOTA paper. This weekly is a consolidation of daily twitter posts tracking SOTA changes. To date, 27 % (87,114) of total papers (322,

TWC #9

state-of-the-art (SOTA) updates for 26 Sept– 2 Oct 2022 TasksWithCode weekly newsletter highlights the work of researchers who publish their code (often with models) along with their SOTA paper. This weekly is a consolidation of daily twitter posts tracking SOTA changes. Six papers released with code were selected for the

TWC #8

state-of-the-art (SOTA) updates for 19 Sept– 25 Sept 2022 TasksWithCode weekly newsletter highlights the work of researchers who share their SOTA paper, code, as well models in most cases, and demo apps in few cases. This weekly is a consolidation of daily twitter posts tracking SOTA changes. To date, 26.

TWC #7

SOTA updates between 12 Sept– 18 Sept 2022 * Learning with noisy labels * Semi-supervised image classification * Domain adaptation * Few shot image classification This post is a consolidation of daily twitter posts tracking SOTA changes. Official code release (with pre-trained models in most cases) also available for these tasks. Special Update this

TWC #6

SOTA updates between 5 Sept– 11 Sept 2022 * Conditional image generation * Synthetic to real translation (Synthetic-to-real translation is the task of domain adaptation from synthetic (or virtual) data to real data) * Few shot image classification - Few-shot image classification is the task of doing image classification with only a few

A compute landscape snapshot

A compute landscape snapshot

Serverless GPUs, AI powered mobile apps, democratized AI,… Overview The compute landscape for model creation and deployment is undergoing rapid transformation catalyzed in part by the objective of creating compelling applications, with cost of compute being the primary constraint. Applications powered by machine learning (ML) have become commonplace — trained models

TWC issue #5

SOTA updates between 29 Aug–4 Sept 2022 * Temporal action localization * Information retrieval * Link prediction This post is a consolidation of daily twitter posts tracking SOTA changes. Official code release (with pre-trained models in most cases) also available for these tasks #1 SOTA in temporal action localization on THUMOS’14

TWC issue #4

SOTA updates between 22–28 August 2022 * Image captioning * Visual Q&A and Visual reasoning * Video Object detection * Motion Blur removal * Skeleton based action recognition * Semantic segmentation for remote sensing (aerial views) * Entity typing, entity linking & entity disambiguation * Facial expression recognition This post is a consolidation of daily

TWC issue #3

Consolidation of daily twitter posts tracking SOTA changes between 15–21 August 2022 * Long tail learning * Skeleton based action recognition * Semantic segmentation - Weakly supervised; Medical Image Segmentation * Anomaly detection - supervised and unsupervised * Hand pose estimation Official code release (with pre-trained models in most cases) also available for these

TWC Issue #2

State-Of-The-Art categories reviewed Consolidation of daily twitter posts for the range 8–14 August 2022 * Video and image deblurring * Action recognition in videos * Boundary grounding and captioning in videos * Optical flow estimation in videos * Video and image semantic segmentation * 3D face reconstruction * Video and Image super resolution * Heart beat detection

TWC Issue #1

State-of-art categories reviewed (5–7 August 2022) * Pose estimation * Zero-shot action recognition in videos * Image Retrieval from Contextual Descriptions * Age estimation from image Official code release also available for these tasks Pose estimation 3-D Pose Human pose and shape estimation Top-down approaches for human pose and shape estimation typically crop

What is TWC?

A resource to stay up to date on state-of-art(SOTA) models with code. Track SOTA changes (updated at least once a day) on twitter or on mastadon