Videos & Ideas

Website Creation

Language Tools & Machine Learning

Climate & Health

Evaluator

  • GPTs are GPTs: An early look at the labor market impact potential of large language models
  • GPT-4
    We’ve created GPT-4, the latest milestone in OpenAI’s effort in scaling up deep learning. GPT-4 is a large multimodal model (accepting image and text inputs, emitting text outputs) that, while less capable than humans in many real-world scenarios, exhibits human-level performance on various professional and academic benchmarks.
  • Introducing ChatGPT and Whisper APIs
    Developers can now integrate ChatGPT and Whisper models into their apps and products through our API.
  • Planning for AGI and beyond
    Our mission is to ensure that artificial general intelligence—AI systems that are generally smarter than humans—benefits all of humanity.
  • How should AI systems behave, and who should decide?
    We’re clarifying how ChatGPT’s behavior is shaped and our plans for improving that behavior, allowing more user customization, and getting more public input into our decision-making in these areas.

Edu Tech News

AI Research

  • Competitive programming with AlphaCode
    Solving novel problems and setting a new milestone in competitive programming.
  • AI for the board game Diplomacy
    Successful communication and cooperation have been crucial for helping societies advance throughout history. The closed environments of board games can serve as a sandbox for modelling and investigating interaction and communication – and we can learn a lot from playing them. In our recent paper, published today in Nature Communications, we show how artificial agents can use communication to better cooperate in the board game Diplomacy, a vibrant domain in artificial intelligence (AI) research, known for its focus on alliance building.
  • Mastering Stratego, the classic game of imperfect information
    Game-playing artificial intelligence (AI) systems have advanced to a new frontier. Stratego, the classic board game that’s more complex than chess and Go, and craftier than poker, has now been mastered. Published in Science, we present DeepNash, an AI agent that learned the game from scratch to a human expert level by playing against itself. 
  • DeepMind’s latest research at NeurIPS 2022
    NeurIPS is the world’s largest conference in artificial intelligence (AI) and machine learning (ML), and we’re proud to support the event as Diamond sponsors, helping foster the exchange of research advances in the AI and ML community. Teams from across DeepMind are presenting 47 papers, including 35 external collaborations in virtual panels and poster sessions.
  • Building interactive agents in video game worlds
    Most artificial intelligence (AI) researchers now believe that writing computer code which can capture the nuances of situated interactions is impossible. Alternatively, modern machine learning (ML) researchers have focused on learning about these types of interactions from data. To explore these learning-based approaches and quickly build agents that can make sense of human instructions and safely perform actions in open-ended conditions, we created a research framework within a video game environment.Today, we’re publishing a paper [INSERT LINK] and collection of videos, showing our early steps in building video game AIs that can understand fuzzy human concepts – and therefore, can […]

AI – Learning – Use Cases

  • Fully Autonomous Real-World Reinforcement Learning with Applications to Mobile Manipulation
    Reinforcement learning provides a conceptual framework for autonomous agents to learn from experience, analogously to how one might train a pet with treats. But practical applications of reinforcement learning are often far from natural: instead of using RL to learn through trial and error by actually attempting the desired task, typical RL applications use a separate (usually simulated) training phase. For example, AlphaGo did not learn to play Go by competing against thousands of humans, but rather by playing against itself in simulation. While this kind of simulated training is appealing for games where the rules are perfectly known, applying […]
  • Keeping Learning-Based Control Safe by Regulating Distributional Shift
    To regulate the distribution shift experience by learning-based controllers, we seek a mechanism for constraining the agent to regions of high data density throughout its trajectory (left). Here, we present an approach which achieves this goal by combining features of density models (middle) and Lyapunov functions (right). In order to make use of machine learning and reinforcement learning in controlling real world systems, we must design algorithms which not only achieve good performance, but also interact with the system in a safe and reliable manner. Most prior work on safety-critical control focuses on maintaining the safety of the physical system, […]
  • Reverse engineering the NTK: towards first-principles architecture design
    Deep neural networks have enabled technological wonders ranging from voice recognition to machine transition to protein engineering, but their design and application is nonetheless notoriously unprincipled. The development of tools and methods to guide this process is one of the grand challenges of deep learning theory. In Reverse Engineering the Neural Tangent Kernel, we propose a paradigm for bringing some principle to the art of architecture design using recent theoretical breakthroughs: first design a good kernel function – often a much easier task – and then “reverse-engineer” a net-kernel equivalence to translate the chosen kernel into a neural network. Our […]
  • Why do Policy Gradient Methods work so well in Cooperative MARL? Evidence from Policy Representation
    In cooperative multi-agent reinforcement learning (MARL), due to its on-policy nature, policy gradient (PG) methods are typically believed to be less sample efficient than value decomposition (VD) methods, which are off-policy. However, some recent empirical studies demonstrate that with proper input representation and hyper-parameter tuning, multi-agent PG can achieve surprisingly strong performance compared to off-policy VD methods. Why could PG methods work so well? In this post, we will present concrete analysis to show that in certain scenarios, e.g., environments with a highly multi-modal reward landscape, VD can be problematic and lead to undesired outcomes. By contrast, PG methods with […]
  • FIGS: Attaining XGBoost-level performance with the interpretability and speed of CART
    FIGS (Fast Interpretable Greedy-tree Sums): A method for building interpretable models by simultaneously growing an ensemble of decision trees in competition with one another. Recent machine-learning advances have led to increasingly complex predictive models, often at the cost of interpretability. We often need interpretability, particularly in high-stakes applications such as in clinical decision-making; interpretable models help with all kinds of things, such as identifying errors, leveraging domain knowledge, and making speedy predictions. In this blog post we’ll cover FIGS, a new method for fitting an interpretable model that takes the form of a sum of trees. Real-world experiments and theoretical […]

Indoor Gardening

Nutrition & Health

  • An interview with Peter Singer
    by Tobias Leenaert
    This is an interview I hosted with Peter Singer at the CARE Conference 2022 in Warsaw. We discussed the state of the animal rights movement, what we need more and less of, how the future looks, what he changed his mind about, career options, effective altruism, intersectionality, how Peter Singer feels and other topics. The post An interview with Peter Singer appeared first on The Vegan Strategist.
  • Animal Activism between Despair and Hope
    by Tobias Leenaert
    The intention behind this presentation, given at the CARE conference in 2022, is to both recognize the negative feelings activists may sometimes feel, as well as to inspire them to keep going. I talk about my own doubts and despair, but show that there are good reasons to be optimistic about humanity, our movement, and […] The post Animal Activism between Despair and Hope appeared first on The Vegan Strategist.
  • Who we eat
    by Tobias Leenaert
    German/French tv channel ARTE produced an excellent five part documentary series called “Who we eat: the end of meat”. It features philosophers, entrepreneurs and activists who each give their views on where our food system needs to go and how it can get there. I’m one of the protagonists in the final part.You can watch […] The post Who we eat appeared first on The Vegan Strategist.
  • Interview with Humane Hancock
    by Tobias Leenaert
    Not so long ago, activist, podcaster and filmmaker Jack Hancock-Fairs did this interview with me. We talked about the state and the possibilities for improvement for animal activism, individual vs. institutional change, communication, avoiding burnout as an activist, wild animal suffering, and other topics. The post Interview with Humane Hancock appeared first on The Vegan Strategist.
  • Investing in the plant-based space: what are the options?
    by Tobias Leenaert
    Plant-based food is hot. Maybe you’ve thought about investing in it, either just because you think such an investment might yield a good return down the road, and/or because you want your investments to align with your values of sustainability, health and compassion for animals. This article provides a brief overview of the options you […] The post Investing in the plant-based space: what are the options? appeared first on The Vegan Strategist.

Vegan Inspiration

  • Vegan Pepperoni Recipe from Crafting Seitan
    by KD Angle Traegner
    This vegan pepperoni is richly seasoned with onion, garlic, crushed red pepper, smoked paprika, and fennel seeds. The post Vegan Pepperoni Recipe from Crafting Seitan appeared first on Your Daily Vegan.
  • 17 Last-Minute Vegan Valentines Gift Ideas
    by KD Angle Traegner
    Valentine’s Day is tomorrow, there's not much time left to find the perfect gift. Last-minute vegan valentine gift-givers, allow me to help. The post 17 Last-Minute Vegan Valentines Gift Ideas appeared first on Your Daily Vegan.
  • Warm Spices for Cold Weather
    by KD Angle Traegner
    When cold temps come, it’s the perfect time to reach for the warm spices in your spice rack that bring the heat to dishes. The post Warm Spices for Cold Weather appeared first on Your Daily Vegan.
  • Tips for Traveling with Dogs & Cats
    by KD Angle Traegner
    Traveling with dogs & cats can be fun and rewarding, but it does take a bit of extra planning to do it safely. Always be prepared isn’t merely a good motto; it’s good advice too. The post Tips for Traveling with Dogs & Cats appeared first on Your Daily Vegan.
  • How (and Why) to Clean Your Winter Bird Feeder
    by KD Angle Traegner
    Dirty bird feeders are a breeding ground for disease that could decimate entire backyard bird populations. Here's how to keep those feeders clean. The post How (and Why) to Clean Your Winter Bird Feeder appeared first on Your Daily Vegan.

Vegan Daily

  • BBQ Cauliflower and Chickpea Tray Bake
    Colorful, easy to make, and bursting with flavor: that is what these BBQ cauliflower and chickpea-filled tortillas are all about. The smokey marinade pairs especially well with the garlicky sauce and crispy red onions. We would definitely suggest adding a couple of slices of creamy avocado and a squeeze of zesty lime juice. Yum!
  • Oven Baked Tofu Shakshuka
    Shakshuka is known as an easy and healthy breakfast option in many countries, but it can definitely be enjoyed at any time during the day. We gave our own plant-based spin to the classic dish and used silken tofu, which provides a very "eggy" feel to that of the traditional Shakshuka, especially when combined with kala namak salt.
  • Creamy Baked Lemon & Dill Rice
    This baked rice dish is inspired by risotto but comes together with no fuss in just one baking dish. The lemon dill dressing gives the dish a seafood-like flavour, and the buttery cannellini beans add a lovely creamy texture to this hearty meal.
  • Vegan Whipped Ricotta Toast
    This tastes like cheesecake on toast. The vegan whipped ricotta is perfectly creamy and the lemon zest with cooked berries adds the right zing and sweetness. It's a delicious combination for a protein-rich breakfast or snack.
  • Simple Chickpea Frittata
    Frittata is originally an Italian open-face omelette made with eggs. This simple vegan frittata is flavourful, high in protein, and naturally gluten-free with kala namak added to give it a more authentic egg-y frittata flavour. You can enjoy it as a savoury breakfast, or a hearty lunch!

Vegan for Lazy Cats

  • Dairy free cheesecakes (no bake)
    by Ania
    Supposedly we are nearing the start of spring, but our weather pattern is not in agreement. Although it depends on the day, some days it’s sunny and warm, others snow (or sleet more like) makes an appearance and there is a piercing chill in the air. I was a little lost in figuring out what […] The post Dairy free cheesecakes (no bake) appeared first on Lazy Cat Kitchen.
  • Vegan broccoli pasta with chick’n
    by Ania
    Sometimes all you are after at the end of a long day is a quick and comforting meal so I thought I would share one of my go to pastas with you. It never stays the same as it’s flexible and I have a tendency to tinker (I guess that’s why I ended up doing […] The post Vegan broccoli pasta with chick’n appeared first on Lazy Cat Kitchen.
  • Harissa tofu salad
    by Ania
    Hope you have had a good week and are getting some well deserved rest over the weekend. My week has been turbulent but things are slowly settling down and I am grateful as it was a bit of a pressure cooker over here. Recipe wise although we’ve had a couple of sunny days days this […] The post Harissa tofu salad appeared first on Lazy Cat Kitchen.
  • Vegan kanelbullar – Swedish cinnamon buns
    by Ania
    We’ve recently come back from a short trip to Stockholm and I promised myself to make their famous cinnamon buns at home, I loved them so much. I mean it’s hard not to, unless you don’t like cinnamon or cardamom, which even the cinnamon buns are heavily laced with. I love them both so I […] The post Vegan kanelbullar – Swedish cinnamon buns appeared first on Lazy Cat Kitchen.
  • Baked gnocchi with sprouts and leeks
    by Ania
    I have not said goodbye to cozy comfort food just yet and I am glad I didn’t as the weather has taken a bit of a turn the past couple of days. I’m typing this as I procrastinate my run – it’s really cold and windy out and I simply don’t fancy it today. I […] The post Baked gnocchi with sprouts and leeks appeared first on Lazy Cat Kitchen.

Health & Aging

  • ANP Member Spotlight – Interview with Mays Al-Ali, founder of Healthy Mays
    by Andrea Grandson
    Tell us about yourself, at the personal level? My name is Mays and I live between London, Mallorca & Ibiza. I love the sunshine, oceans and nature and… View Article The post ANP Member Spotlight – Interview with Mays Al-Ali, founder of Healthy Mays appeared first on The ANP.
  • Meet Gabrielle Cheyney! Acupuncturist, Naturopath and Holistic Therapist
    by Andrea Grandson
    The post Meet Gabrielle Cheyney! Acupuncturist, Naturopath and Holistic Therapist appeared first on The ANP.
  • Mycotoxins in clinical practice – testing and therapeutics
    by Tegan Philp
    As natural health practitioners most of us are aware of the term bio individuality, which makes for an interesting and varied approach when it comes to clients with… View Article The post Mycotoxins in clinical practice – testing and therapeutics appeared first on The ANP.
  • Healthy ageing: nutrition and lifestyle support
    by Tegan Philp
    By Beth Raven @ Cytoplan With an ageing population and a rising life expectancy, it is more important than ever to consider how to stay healthy as we… View Article The post Healthy ageing: nutrition and lifestyle support appeared first on The ANP.
  • Propolis: The Bees’ Knees when it comes to Immune Support
    by Tegan Philp
    Propolis has been used as a natural medicine for thousands of years. The Ancient Greeks, Romans and Egyptians were all aware of its healing properties. These days propolis… View Article The post Propolis: The Bees’ Knees when it comes to Immune Support appeared first on The ANP.

Health & Science