Practical AI

Practical AI LLC
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Jun 4, 2019 • 46min

Visualizing and understanding RNNs

Andreas Madsen, a freelance ML/AI engineer and author at Distill.pub, dives into the captivating world of neural network visualization. He explains the significance of visualizing recurrent neural networks, including LSTMs and GRUs, to enhance understanding and trust in AI models. Andreas shares his transition from web development to AI, discussing freelancing challenges and the need for effective client communication. The conversation also highlights the importance of interactivity in data visualization, making complex concepts more accessible.
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May 28, 2019 • 1h 2min

How to get plugged into the AI community

Explore the bustling world of AI conferences, where networking is key to unlocking opportunities. Discover how to choose the right events and engage actively, rather than just attending. Delve into the art of crafting memorable presentations, from selecting a topic to delivering it effectively. Learn tips for newcomers on building connections through volunteering and local meetups while navigating the diverse AI landscape. Whether a seasoned speaker or a curious learner, there are invaluable insights for everyone!
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May 21, 2019 • 57min

AI adoption in the enterprise

This discussion features Ben Lorica, Chief Data Scientist for O’Reilly Media, known for his expertise in AI and data science. He dives into the current state of AI adoption in enterprises, examining companies' maturity levels and investment strategies. Lorica highlights the necessity for a supportive culture and successful integration of machine learning technologies. He also explores advancements in reinforcement learning, emphasizing the importance of ethical considerations and transparency in AI deployments.
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May 14, 2019 • 1h 2min

When AI meets quantum mechanics

Dr. Shohini Ghose, a renowned quantum physics professor, and graduate student Marcus Edwards, expert in quantum computing, dive into the fascinating interplay between AI and quantum mechanics. They discuss how AI can accelerate quantum research and the revolutionary potential of quantum computing for enhancing machine learning. Insights include the future of quantum programming languages, the importance of quantum emulation, and the necessary bridge between classical and quantum computing. Their conversation reveals how these fields can transform technology as we know it.
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May 7, 2019 • 59min

TensorFlow Dev Summit 2019

The discussion kicks off with thrilling announcements from the TensorFlow Dev Summit 2019, including the alpha release of TensorFlow 2.0. The integration of Keras simplifies machine learning development with eager execution. They also highlight the importance of accessible datasets and innovations like TensorFlow Federated and TFX for decentralized data processing. Rapid prototyping tools are showcased to encourage experimentation, while insights into remote work emphasize the need for effective communication and empathy in tech teams.
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Apr 30, 2019 • 1h 3min

CTRL-labs lets you control machines with your mind

Join Adam Berenzweig from CTRL-labs R&D, a pioneer in neural interfaces, as he unpacks how thoughts can control machines. He shares insights on transforming brain signals into actionable commands, revolutionizing human-computer interaction. The discussion dives into innovative wearable tech that captures brainwaves and muscle movements, boosting accessibility in communication, especially for the deaf community. Berenzweig also touches on the future of intuitive interfaces and the importance of blending neuroscience with machine learning.
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Apr 23, 2019 • 46min

Deep Reinforcement Learning

Adam Stooke, a PhD student at UC Berkeley, dives into the fascinating world of deep reinforcement learning and robotics. He shares insights from his journey transitioning from physics to AI, emphasizing the trial-and-error nature of reinforcement learning. Adam discusses the impact of GPU computing, particularly the NVIDIA DGX1, on accelerating complex tasks like gaming. He highlights key advancements in the field from organizations like DeepMind and OpenAI, offering valuable advice for newcomers about the importance of hands-on experience.
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Apr 15, 2019 • 52min

Making the world a better place at the AI for Good Foundation

In this engaging discussion, James Hodson, Director of the AI for Good Foundation, shares his mission to harness AI for global good. He highlights initiatives aimed at enhancing food production and combating climate change, revealing innovative applications that bridge technology and humanitarian efforts. James emphasizes the importance of collaboration, community involvement, and mentorship in effective aid delivery. Listeners are inspired to leverage their skills and join the movement to create positive societal changes through AI.
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Apr 8, 2019 • 49min

GIPHY's celebrity detector

Nick Hasty, the Head of R&D at GIPHY, shares insights on their innovative celebrity detector project, a groundbreaking advancement in AI. He discusses GIPHY's journey from a GIF search engine to incorporating cutting-edge technology for celebrity detection. The conversation highlights the challenges of building a diverse and accurate dataset, the importance of community in the development process, and ongoing bias testing. Hasty also touches on the exciting potential for creativity and interactivity that this technology brings to the world of digital communication.
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Apr 2, 2019 • 52min

The landscape of AI infrastructure

The hosts dive into AI infrastructure, discussing personal setups and cloud solutions. They highlight essential tools like Docker, Jupyter, and various data science platforms. The conversation shifts to challenges in data management, emphasizing the importance of compliance and the choice between cloud and on-prem systems. Insights on optimizing workflows and hardware are shared, along with the impact of infrastructure on project scalability. They also tease an engaging future topic on brain science, bridging neuroscience with AI concepts.

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