Lottery Tickets, Forecasting COVID-19, and NetHack

Chess Transformer, Kaggle Scandal, and Interpretability Zoo: Welcome to a brand new show from Data Skeptic entitled "Journal Club". Each episode will feature a regular panel and one revolving guest seat. The group will discuss a few topics related to data science and focus on one featured scholarly paper which... by Journal Club

44 min listen

Google's New Data Engine, Activation Atlas, and LIME by Journal Club

39 min listen

Albert, Seinfeld, and Explainable AI: Kyle discusses Google's recent open sourcing of ALBERT, a variant of the famous BERT model for natural language processing. ALBERT is more compact and uses fewer parameters. George leads a discussion about the paper Explainable... by Journal Club

36 min listen

Adversarial Examples, Protein Folding, and Shapley Values: George dives into his blog post experimenting with Scott Lundberg's SHAP library. By training an XGBoost model on a dataset about academic attainment and alcohol consumption can we develop a global interpretation of the underlying... by Journal Club

46 min listen

Dopamine, Deep Q Networks, and Hey Alexa!: Today on the show, Lan presents a blog post from Google Deepmind about Dopamine and temporal difference learning. This is the story of a fruitful collaboration between Neuroscience and AI researchers that found the activity of dopamine neurons in the... by Journal Club

36 min listen

AlphaGo, COVID-19 Contact Tracing, and New Data Set: George led a discussion about . Lan informed us about the . Kyle shared some thoughts about the paper . by Journal Club

32 min listen

Deeply Tough Framework, Grammar for Agents, and Too Much Screen Time?: Today on the show Kyle discusses research which suggests that time on screens has little impact on kids' social skills. Lan talks about DeeplyTough a deep learning framework targeting the protein pocket matching problem - try to answer... by Journal Club

34 min listen

ML Cancer Diagnosis, Robot Assistants, and Watermarking Data: Today George talks about the use of Machine Learning to diagnose Cancer from a blood test. By sampling 'cell-free-DNA' this test is capable of identifying 50 different types of Cancer and the localized tissue of origin with a >90% accuracy.... by Journal Club

31 min listen

Tools For Misusing GPT2, Tensorflow, and ML Unfairness: Today on the show, George leads a discussion about the Giant Language Test Room. Lan presents a news item about Setting Fairness Goals with TensorFlow Constrained Optimization Library. This library lets users configure and train machine... by Journal Club

26 min listen

Humanitarian AI, PyTorch Models, and Saliency Maps: George's paper this week is Sanity Checks for Saliency Maps. This work takes stock of a group of techniques that generate local interpretability - and assesses their trustworthiness through two 'sanity checks'. From this analysis, Adebayo et al... by Journal Club

28 min listen

Encryption Keys, Connect Four, and Data Nutrition Labels: Today George takes inspiration and the gym environment from Kaggle's ConnectX competition and shows off and attempt to design an interpretable Connect 4 Agent with DQN! Lan discusses the paper "The Dataset Nutrition Label," which is a framework to... by Journal Club

41 min listen

Animal Olympics, Whatsapp, and Models for Healthcare: This week we have a guest joining us, Francisco J. Azuaje G! He brings us the paper "How to Develop Machine Learning Models for Healthcare." Lan discusses "Animal AI Olympics," a reinforcement learning competition inspired by animal cognition. Kyle... by Journal Club

42 min listen

Chemical Space, AI Microscope, and Panda or Gibbon?: George talks about OpenAI's Microscope, a collection of visualisations of the neurons and layers in 6 famous vision models. This library hopes to make analysis of these models a community effort. Lan talks about Exploring chemical space with AI... by Journal Club

31 min listen

Covid-19 Misinformation, GPT-3, and Movement Pruning: We're back with a special guest panelist Leonardo Apolonio! He brings us the main paper this week titled "Movement Pruning: Adaptive Sparsity by Fine-Tuning." George shows us a blog post discussing GPT-3. Lan introduces us to an article about... by Journal Club

42 min listen

Chip Design, Teaching Google, and Fooling LIME and SHAP: This weeks episode we have the regular panel back together! George brought us the blog post from Google AI, "Chip Design with Deep Reinforcement Learning." Kyle brings us a news item from CNET, "How People with Down Syndrome are Improving Google... by Journal Club

33 min listen

Hateful Memes, Carbon Emissions, and Detecting Ear Infections with Neural Networks: This week on Journal Club we have another panelist! Jesus Rogel-Salazar joins us this week to discuss the paper Automatic Detection of Tympanic Membrane and Middle Ear Infection. Kyle talks about the relationship between Covid-19 and Carbon Emissions.... by Journal Club

44 min listen

200 Tools, Blurry to Photorealistic, and Logical Neural Networks: This week we have our regular panel of Lan, George and Kyle! George brings us a blog post "What I Learned From Looking at 200 Machine Learning Tools." Which, the author, talks about a list complied of all of the AI/ML tools he could find. Lan brings... by Journal Club

33 min listen

Deep Fakes in a Court Room, Mass COVID-19 Testing with Biosensors, and BLEURT: We are back with our regular panel this week! Starting off we have Lan who brings us the article "Biosensors May Hold the Key to Mass Coronavirus Testing." Which talks about tech startups beginning to develop chips that signal the presence of the... by Journal Club

38 min listen

Lottery Tickets, Forecasting COVID-19, and NetHack: Back again with our regular panelists! George takes us on a discussion about the game NetHack from the blog post "The NetHack Learning Environment." Kyle brings us an article titled "Where the Latest COVID-19 Models Think We're Headed - And Why... by Journal Club

34 min listen

Open Source AI for Everyone, Diagnosing Blindness and Histogram Reweighting: Another week, another episode! We are back again with our regular panelists. George brings us a clinical field study with an AI that is being used to diagnose blindness. Lan discusses the article titled "AI Infrastructure for Everyone, Now Open... by Journal Club

32 min listen

Robotic Skin, Social Isolation, and Reinforcement Learning: Back again with another episode with our regular panelists! This week Kyle discusses the article from The Scientist "How Social Isolation Affects the Brain." Lan brings us an article titled "National University of Singapore used Intel Neuromorphic... by Journal Club

35 min listen

Facial Recognition, Identifying Birds with AI, and Zebrafish Tail Buds: Back again with our regular panelists! This week George brings us an interesting article about how an AI developed to identify individual birds without tagging. Kyle discusses the news item "New York legislature votes to halt facial recognition tech... by Journal Club

34 min listen

Gradio, Psychology in AI, and Automatic Test Scoring: Back again with our regular panelists! Today Lan brings us a article she found from Reddit about Gradio. George brings us a post about the psychology techniques used in AI. Last but not least, Kyle brings our paper this week about automatic essay test... by Journal Club

33 min listen

Science Fiction, Training Thousands at Home, and AutoML-Zero: This week we are back with our regular panelists! Kyle brings us a short article exploring science fiction impacting AI titled "Survey Finds Science Fiction One of Many Factors Impacting Views of AI Technology." George brings us an article... by Journal Club

31 min listen

Stitch Fix, Carbon Footprints, and AI with Human Values: Back with our regular panelists! This week Lan brings us an article about the clothing subscription service Stitch Fix called "Multi-Armed Bandits and the Stitch Fix Experimentation Platform | Stitch Fix Technology – Multithreaded." Kyle discusses a... by Journal Club

39 min listen

Sound Detection, Exam Algorithm, and Search Result Fairness by Journal Club

41 min listen

DNA Storage, Assessing COVID-19 Risks, and NLP Beyond English: We are back with other guest this week! We have NLP/ML research scientist, Fredrik Olsson joining us. He discusses the work "Why You Should Do NLP Beyond English." Lan brings us a news item, "Research News: DNA Storage." George... by Journal Club

53 min listen

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Lottery Tickets, Forecasting COVID-19, and NetHack

Lottery Tickets, Forecasting COVID-19, and NetHack

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