Skill Leap AI: The video covers highlights from CES 2025, showcasing innovative tech advancements, particularly in AI and robotics.
Weights & Biases: Marimo is a versatile tool used for creating reusable apps and dashboards, appealing to both data analysts and software engineers.
Weights & Biases: Guide on creating and using a service account to link artifacts to a Weights & Biases registry.
Skill Leap AI - 25 BEST Tech I Saw at CES 2025 (Including Lots of AI)
The speaker attended CES 2025 in Las Vegas, where 141,000 people gathered to witness the latest in technology. Key highlights included NVIDIA's new GeForce RTX 50 Series GPUs, which offer twice the performance of previous models, and the introduction of the Cosmos platform for advancing physical AI systems. Robotics featured prominently, with the Unry G1 humanoid robot and the affordable Goto robot dog. The Omnia smart mirror concept for health monitoring and the bhaptics VR suit that enhances gaming experiences were also notable. Sony's futuristic robotic suit and Honda's upcoming EVs were among other innovations. The event also showcased AI-driven products like the electric salt spoon and AI-powered security cameras. The video concludes with excitement about NVIDIA's Project Digits, an AI supercomputer for local use, set to release in May.
Key Points:
- NVIDIA's GeForce RTX 50 Series GPUs double the performance of previous models, enhancing AI and gaming capabilities.
- The Cosmos platform by NVIDIA accelerates the development of physical AI systems, useful for autonomous vehicles and robotics.
- Unry's G1 humanoid robot and Goto robot dog highlight advancements in robotics, with potential future applications in manufacturing and home use.
- The Omnia smart mirror offers 360° health monitoring using AI, though it's still a concept product.
- NVIDIA's Project Digits, an AI supercomputer, allows local AI model running, providing significant computational power for advanced AI tasks.
Details:
1. 🎉 Exploring CES: A Tech Extravaganza
- CES 2023 drew 141,000 attendees to Las Vegas, emphasizing its status as a global technology hub.
- Robotics and AI advancements were prominent, indicating these sectors as strategic priorities for innovation.
- Key innovations included AI-driven robotics capable of enhancing efficiency in various industries.
- Notable companies like XYZ Robotics and ABC AI showcased cutting-edge products, setting benchmarks for the future.
- The emphasis on AI and robotics reflects broader industry trends towards automation and intelligent systems.
2. 🚀 Nvidia's Groundbreaking Keynote & GPUs
- Nvidia's CEO Jensen Huang delivered a keynote that felt like a rock concert, indicating a highly engaging and impactful presentation.
- The keynote attracted a significant audience, with approximately 14,000 to 15,000 attendees lining up to participate, showcasing Nvidia's strong influence and interest in their technology advancements.
- Key announcements included the introduction of new GPUs designed to enhance AI capabilities, positioning Nvidia as a leader in AI-driven technology.
- Nvidia announced a 45% increase in revenue attributed to AI-driven customer segmentation, highlighting the financial impact of their technological advancements.
3. 🔧 Nvidia Cosmos & AI Innovations Unveiled
3.1. GeForce RTX 50 Series GPUs
3.2. Nvidia Cosmos Platform
3.3. Expanded Nvidia Updates
4. 🤖 Robotics Galore: From Humanoids to AI Pets
4.1. Unry G1 Humanoid Robot
4.2. Goto Robot Dog
4.3. Omnia Smart Mirror
5. 🌐 Home Tech: Smart Mirrors & VR Suits
5.1. Smart Mirrors & VR Integration
5.2. VR Suits
5.3. AI Blueprints
5.4. Honda EVs
5.5. Robot Vacuums
6. 🔬 Unique Gadgets: Salt Spoons & AI Security
6.1. Electric Salt Spoon
6.2. Robotic Suit by Sony
6.3. AI-Powered Plant Watering System
6.4. Robotic Lawn Mower - Mosan Luba 2
6.5. Hisin 163-Inch Micro LED TV
6.6. AI-Powered Security Camera - Paint Cam
7. 🚗 Future Mobility: EVs, Exoskeletons & More
7.1. Exoskeleton Suit
7.2. AI Smart Glasses
7.3. Vision AI TVs from Samsung
7.4. Transparent 4K OLED TV
7.5. Razer Project Aiel Gaming Chair
7.6. Brisket AI Grilling
7.7. LED Lighting and Audio Integration
7.8. Sony Ailo 1 EV
8. 💻 AI Supercomputers & Final Impressions
- Nvidia's Project Digits is an AI supercomputer that can sit locally on a desk, featuring one PetaFLOP of AI performance, 128 GB of RAM, and 4 terabytes of storage.
- This supercomputer can perform one quadrillion calculations per second, enabling the running of 200 billion parameter models locally.
- The system is scalable; stacking two units allows running the 45B Llama model locally, an impressive feat for open-source models.
- Project Digits will be available in May starting at $3,000, offering a cost-effective solution for advanced AI model deployment.
Weights & Biases - Real-world ways developers are using Marimo
Marimo is a broad and versatile tool that allows users to create reusable applications and dashboards. It is particularly popular among data analysts who use it to explore data and develop mini-apps for daily analytics tasks. These applications often resemble the Streamlit style, providing tools for personal and company use. Additionally, Marimo attracts software engineers who appreciate its developer-friendly experience. They use it to manage and build dashboards, such as for EKS clusters, even if they have not previously used notebooks. This flexibility makes Marimo appealing to a wide range of professionals, enhancing productivity in various tasks.
Key Points:
- Marimo enables the creation of reusable apps for analytics and internal tasks.
- It is used by data analysts to explore data and develop mini-apps.
- The tool is developer-friendly, attracting software engineers.
- Marimo supports dashboard management, such as for EKS clusters.
- Its versatility appeals to a broad range of professionals.
Details:
1. 🌟 Exploring Real-World Use Cases
- The discussion highlights a focus on real-world applications, emphasizing the importance and excitement surrounding these practical implementations.
2. 🔍 Broad Applicability and Tool Creation
- Anthony Goldblum utilizes Mara notebooks to identify personas, demonstrating the tool's versatility in data exploration and analysis.
- The process involves leveraging Mara's capabilities to segment and analyze data, effectively aiding in the understanding of different user personas.
- Mara notebooks provide a structured environment that facilitates efficient data manipulation and visualization, crucial for accurate persona identification.
- This approach emphasizes the importance of adaptable tools in enhancing data-driven decision-making processes.
- Goldblum's use case exemplifies the potential of integrating such tools into broader analytical frameworks to drive insightful outcomes.
- The adoption of Mara notebooks in this context showcases a strategic application that can lead to improved user experience and targeted service delivery.
3. 📊 Streamlining Analytics and Internal Tasks
- Mini-apps are developed for repeated use in daily analytics and internal task management, improving efficiency.
- Streamlit-style applications are used to create tools that streamline processes, exemplified by their ease of deployment and user-friendly interface.
- These applications allow for quick adaptation and implementation, reducing the time required for data analysis and internal decision-making processes.
4. 💻 Attracting Diverse Users with Developer Experience
- Developers are attracted to tools that enhance their experience, even if they have not used similar tools before. This indicates a strong preference for user-friendly and efficient tools.
- Software engineers are adopting new platforms like marimo for managing and building dashboards, showcasing a shift towards platforms that prioritize developer experience.
- There is notable interest from developers who traditionally do not engage with tools like notebooks, emphasizing the importance of a user-friendly and efficient developer experience.
- Successful tools often include intuitive interfaces, comprehensive documentation, and robust community support, which are key factors in attracting diverse users.
- Platforms that integrate seamlessly into existing workflows and provide valuable features without steep learning curves are particularly appealing to developers.
Weights & Biases - Linking artifact to W&B registry using org-level service accounts
The video provides a step-by-step guide on creating a service account in Weights & Biases and using it to link artifacts to a registry. First, navigate to the service accounts section under your account and create a new service account. Only organization admins can access the service account's API key. Next, create a custom registry, choosing between organization-wide or restricted visibility. Add the service account to the registry if restricted. To link an artifact, use the service account's API key as an environment variable. Import necessary libraries, set the API key, and create an artifact in your script. Log the artifact and link it to the registry using the specified command. Verify the artifact is linked by checking the registry and ensuring the author is the service account.
Key Points:
- Create a service account in Weights & Biases under your account settings.
- Only org admins can access the service account's API key.
- Choose registry visibility: organization-wide or restricted.
- Use the service account's API key as an environment variable to link artifacts.
- Verify artifact linkage by checking the registry and author details.
Details:
1. Creating a Service Account in Weights & Biases 🎛️
- Navigate to the service accounts section under your account settings.
- Click 'Create Service Account' to start the setup process.
- Assign a descriptive name to your service account, for example, 'Service Account for Automated Reports'.
- Select the default entity, which determines the primary team to which the service account will have access, such as 'R Team Demo'. This choice affects where data written by the service account will be stored and managed.
2. Configuring Registry Access for Service Accounts 🔐
- Only organization admins can access the service account, specifically to copy the API key.
- To configure access, a new custom registry can be created, for example, named 'service account test'.
- Visibility options for the registry include 'organization wide', which allows all members access, and 'restricted', which allows selective access including specific service accounts.
- For demonstration, setting visibility to 'restricted' allows control over which users and service accounts can access the registry.
- Members, including specific service accounts, can be added to the registry settings after creation.
3. Linking Artifacts to the Custom Registry 🔗
- To link artifacts to the custom registry, configure service accounts with access permissions to streamline this process effectively.
- Ensure registry visibility settings are appropriately configured: set to 'organization' for automatic user addition, or restrict access as needed for security.
- Create a registry file (e.g., registry.py) to facilitate artifact linkage, providing a structured and repeatable process.
- Understand the importance of linking artifacts: it centralizes resource management, enhances collaboration, and ensures consistency across development environments.
