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#TinyML

Showing: 139 courses
Microsoft

Create and Connect Secure and Trustworthy IoT Devices

1 rewiews
Explore Azure Sphere for secure IoT development, combining it with TinyML and Azure IoT Central. Learn from real-world examples and see how it simplifies creating trustworthy connected devices.
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20 Lesons
31 minutes
On-Demand
Free-Video
Stanford University

Current Status of TinyML and the Enormous Opportunities Ahead - Panel Discussion

0 rewiews
Panel discussion exploring tinyML's current state and future potential, featuring experts from Qualcomm and Google. Covers applications, challenges, privacy concerns, and emerging opportunities in ultra-low power embedded AI computing.
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27 Lesons
1 hour 23 minutes
On-Demand
Free-Video
MIT HAN Lab

MCUNet and TinyML - Lecture 10

0 rewiews
Explore MCUNet and TinyML for efficient machine learning on microcontrollers, covering design principles and real-world applications in resource-constrained environments.
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1 Lesons
1 hour 7 minutes
On-Demand
Free-Video
MIT HAN Lab

MCUNet and TinyML - Lecture 10

0 rewiews
Explore MCUNet and TinyML for efficient machine learning on microcontrollers. Learn optimization techniques and real-world applications in resource-constrained environments.
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1 Lesons
1 hour 7 minutes
On-Demand
Free-Video
tinyML

The Future of Home Weather Stations: Smart Acoustic Sensors

0 rewiews
Explore acoustic smart weather stations revolutionizing forecasting in remote areas. Learn about Aurora's TinyML-powered approach to classifying wind and rain intensity, and its potential global impact on agriculture and accessibility.
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1 Lesons
25 minutes
On-Demand
Free-Video
tinyML

TinyML Talks France - State of the TinyML Today

0 rewiews
Exploration des applications, avancées et défis du TinyML, mettant en lumière son potentiel dans les systèmes à très faible consommation et son impact sur l'IA embarquée et l'IoT.
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30 Lesons
53 minutes
On-Demand
Free-Video
tinyML

IMU Preintegrated Features for Efficient Deep Inertial Odometry

0 rewiews
Explore efficient deep inertial odometry using IMU preintegrated features. Learn about measurement errors, problem statement, evaluation, training, and results in human walking applications.
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9 Lesons
22 minutes
On-Demand
Free-Video
tinyML

Transforming Epilepsy from a Chronic Condition to an Acute One Using TinyML

0 rewiews
Explore how tinyML technology can revolutionize epilepsy management, transforming it from a chronic to an acute condition through innovative monitoring and detection methods.
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16 Lesons
25 minutes
On-Demand
Free-Video
tinyML

tinyML Trailblazers: Success Stories with Pete Warden

0 rewiews
Explore tinyML success stories with Pete Warden, discussing game-changing technologies, innovations, and future visions in the field of machine learning on tiny devices.
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14 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Centre for Networked Intelligence, IISc

Getting the Best of Both Worlds - IoT and Edge Using Hierarchical Inference

0 rewiews
Explore hierarchical inference strategies for optimizing IoT and edge computing, focusing on machine fault detection and image classification while balancing accuracy with resource constraints.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
tinyML

AI-ML Solutions for Low-Power Edge Platforms - Challenges and Opportunities

0 rewiews
Explore challenges and opportunities in AI/ML solutions for low-power Edge platforms, covering device types, compute options, and on-device acceleration libraries for efficient application development.
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32 Lesons
55 minutes
On-Demand
Free-Video
tinyML

TinyML Talks South Africa - An Introduction to TinyML for All Backgrounds with Hands-On Introduction

0 rewiews
Explore TinyML's revolutionary impact on edge computing and AI, with a hands-on introduction to Edge Impulse for practical implementation across various applications and industries.
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18 Lesons
1 hour 5 minutes
On-Demand
Free-Video
MIT HAN Lab

EfficientML.AI - Introduction to Efficient Machine Learning

0 rewiews
Master efficient machine learning techniques and optimization strategies for deploying ML models in resource-constrained environments, focusing on practical implementation methods.
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1 Lesons
1 hour 36 minutes
On-Demand
Free-Video
USC Information Sciences Institute

AI on the Edge - TinyML and Machine Learning for Edge Devices - Session 1

0 rewiews
Explore cutting-edge research on TinyML and edge AI, covering neural navigation, IoT deep learning, distributed transformers, and collaborative edge training.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Federated Learning One World Seminar

On-Device Training Under 256KB Memory

0 rewiews
Discover cutting-edge techniques for on-device machine learning training with minimal memory requirements, presented by MIT's Song Han in this technical seminar on resource-efficient AI deployment.
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1 Lesons
59 minutes
On-Demand
Free-Video
Hardware.ai

Speech-to-Intent on MCU: TinyML for Efficient Device Control - Lecture 6

0 rewiews
Learn efficient speech-to-intent techniques for MCUs, focusing on direct parsing of user utterances into actionable output. Explore model training, deployment, and testing on Wio Terminal.
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9 Lesons
30 minutes
On-Demand
Free-Video
Hardware.ai

Wio Terminal TinyML Course - People Counting and Azure IoT Central Integration - Part 3

0 rewiews
Learn to implement people counting using TinyML on Wio Terminal, integrating ultrasonic sensors and Azure IoT Central for real-time monitoring and data visualization.
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9 Lesons
34 minutes
On-Demand
Free-Video
Hardware.ai

Wio Terminal TinyML Course - Audio Scene Recognition on Microcontrollers with Arduino IDE

0 rewiews
Learn to implement audio scene recognition on microcontrollers using TinyML, Arduino IDE, and Wio Terminal. Covers data collection, processing, model training, deployment, and mobile notifications with Blynk.
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7 Lesons
31 minutes
On-Demand
Free-Video
Hardware.ai

Introduction to TinyML on Wio Terminal - Machine Learning on Microcontrollers

0 rewiews
Introduction to TinyML on Wio Terminal: Learn to implement machine learning on microcontrollers using Arduino IDE, covering data gathering, processing, model training, and deployment.
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11 Lesons
27 minutes
On-Demand
Free-Video
tinyML

Software-Driven TinyML Hardware Co-Design for AI Power Smart Devices

0 rewiews
Explore software-hardware co-design for efficient TinyML systems, focusing on processing-in-memory accelerators to reduce power consumption and enhance AI inference in smart devices.
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26 Lesons
28 minutes
On-Demand
Free-Video
tinyML

tinyML Trailblazers: Success Stories with Massimo Banzi - Arduino's Journey and Vision

0 rewiews
Explore Arduino's journey, from its origins to its impact on machine learning and global tech education, with insights from co-founder Massimo Banzi on innovation and future directions.
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15 Lesons
1 hour 1 minute
On-Demand
Free-Video
tinyML

TinyML AutoML Tutorial: Building Production-ready Models with Imagimob AI

0 rewiews
Explore Imagimob AI platform for creating production-ready ANN models for time-series data on resource-constrained devices. Learn data visualization, preprocessing, model training, and evaluation techniques.
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21 Lesons
57 minutes
On-Demand
Free-Video
tinyML

TinyML Auto ML Deep Dive: GAPflow - From TFLite and ONNX to Optimized C Code

0 rewiews
Explore GAPflow: transform neural networks into optimized C code for ultra-low-power GAP processors. Learn quantization, validation, and memory allocation for efficient AI deployment on energy-constrained devices.
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12 Lesons
40 minutes
On-Demand
Free-Video
tinyML

TinyML Auto ML Deep Dive: Streaming Analytics for Edge Devices

0 rewiews
Explore streaming analytics for edge devices with Stream Analyze's platform. Learn to develop, deploy, and monitor edge AI solutions using real-time data processing and on-device intelligence.
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31 Lesons
1 hour
On-Demand
Free-Video
tinyML

On-Device Learning Under 256KB Memory - Challenges and Solutions for IoT Devices

0 rewiews
Explore on-device learning for IoT devices with limited memory. Learn techniques for efficient model adaptation, quantization-aware scaling, and sparse updates to enable continuous learning on tiny hardware.
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13 Lesons
35 minutes
On-Demand
Free-Video
tinyML

TinyML Talks South Africa - What Is TinyML?

0 rewiews
Explore tinyML applications, tools, and resources in South Africa. Learn about this emerging technology's potential and engage in community discussions for future workshops and events.
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9 Lesons
35 minutes
On-Demand
Free-Video
tinyML

State of the TinyAutoML Market - Keynote

0 rewiews
Explore the emerging tinyAutoML market, its challenges, opportunities, and potential impact on IoT and edge computing. Gain insights from industry experts on automating tiny machine learning applications.
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9 Lesons
33 minutes
On-Demand
Free-Video
tinyML

tinyML Trailblazers: Success Stories with Mouna Elkhatib

0 rewiews
Explore tinyML success with Mouna Elkhatib, AONDevices CEO. Learn about voice processing innovations, entrepreneurial challenges, and future trends in edge AI and IoT technologies.
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16 Lesons
1 hour
On-Demand
Free-Video
tinyML

tinyML Trailblazers - Success Stories in TinyML with Thierry Moreau

0 rewiews
Explore tinyML success stories with Thierry Moreau, discussing OctoML's journey, Apache TVM, deployment challenges, and the future of edge AI in an interactive conversation.
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19 Lesons
1 hour 2 minutes
On-Demand
Free-Video
tinyML

Sensors and Machine Learning: Waking Smarter for Less

0 rewiews
Explore how machine learning optimizes sensor systems, reducing resource usage while improving response. Learn about smart wake-up strategies and efficient data conversion at the edge.
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14 Lesons
25 minutes
On-Demand
Free-Video
tinyML

Sensing Applications as a Driver for TinyML Solutions

0 rewiews
Explore intelligent MEMS applications in motion learning, sports analytics, and environmental sensing. Learn how domain knowledge optimizes TinyML for ultra-low power contexts and shapes emerging ecosystems.
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18 Lesons
27 minutes
On-Demand
Free-Video
tinyML

1 kB and Not a Bit More - The Ideal Weight for a TinyML Model

0 rewiews
Explore automated creation of ultra-compact ML models for tiny smart devices, enabling efficient embedding in memory-constrained hardware without data science expertise.
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18 Lesons
35 minutes
On-Demand
Free-Video
tinyML

Optimizing AutoML for the tinyML Future

0 rewiews
Optimizing AutoML for tinyML: Balancing accuracy, latency, and power efficiency through hardware-aware techniques and full signal flow optimization from sensor to inference.
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15 Lesons
27 minutes
On-Demand
Free-Video
tinyML

EON Tuner - AutoML for Constrained Devices in TinyML

0 rewiews
Explore AutoML for constrained devices with EON Tuner, optimizing tinyML models through pre-processing, DSP, and ML combinations while considering device limitations and real-world performance.
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17 Lesons
29 minutes
On-Demand
Free-Video
tinyML

Suitability of TinyML for Predictive Maintenance in High-Tech Manufacturing

0 rewiews
Explore how TinyML and edge analytics predict equipment failures in high-tech manufacturing, reducing downtime and increasing productivity through SensiML and Adapdix EdgeOps integration.
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8 Lesons
21 minutes
On-Demand
Free-Video
tinyML

Dissecting a Low Power AI/ML Edge Application - Noise Suppression

0 rewiews
Explore noise suppression in AI/ML edge applications, focusing on energy-efficient implementation for battery-powered devices and software frameworks for optimal user experience.
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14 Lesons
27 minutes
On-Demand
Free-Video
tinyML

Tiny Models with Big Appetites: Cultivating the Perfect Data Diet for Computer Vision

0 rewiews
Explore techniques for curating optimal training datasets and designing sampling strategies for tiny computer vision models, emphasizing data quality and model robustness in real-world environments.
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14 Lesons
21 minutes
On-Demand
Free-Video
tinyML

TinyML for All: Full-stack Optimization for Diverse Edge AI Platforms

0 rewiews
Full-stack optimization for edge AI platforms, addressing challenges in model compression, neural architecture rebalancing, and design primitives to deploy real-world AI on tiny microcontroller units despite limited resources.
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21 Lesons
34 minutes
On-Demand
Free-Video
tinyML

TinyM2Net: A Flexible System Algorithm Co-designed Multimodal Learning Framework for Tiny Devices

0 rewiews
Explore a flexible multimodal learning framework for tiny devices, featuring depth separable layers and mixed precision quantization, with applications in COVID detection and object recognition.
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14 Lesons
23 minutes
On-Demand
Free-Video
tinyML

Power-of-Two Quantization for Low Bitwidth and Hardware Compliant Neural Networks

0 rewiews
Explore power-of-two quantization for efficient neural networks, focusing on low bitwidth and hardware compatibility. Learn about key problems, methods, and results in this cutting-edge research.
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9 Lesons
24 minutes
On-Demand
Free-Video
tinyML

Improving Energy Efficiency and Robustness of tinyML Computer Vision Using Log-Gradient Input Images

0 rewiews
Explore innovative techniques to enhance energy efficiency and robustness in tinyML computer vision, focusing on log-gradient input images and architecture optimization for microcontrollers.
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10 Lesons
25 minutes
On-Demand
Free-Video
tinyML

tinyMAN - Lightweight Energy Manager Using Reinforcement Learning for Energy Harvesting Wearable IoT Devices

0 rewiews
Explore reinforcement learning for energy management in IoT wearables, focusing on tinyMAN's lightweight approach to achieve energy-neutral operation in harvesting devices.
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10 Lesons
21 minutes
On-Demand
Free-Video
tinyML

TinyML Talks UK - Presenting the Upcoming Tiny Cookbook and the Next In-Person Activities

0 rewiews
Explore TinyML with upcoming book insights and UK in-person activities. Learn about machine learning on microcontrollers and engage with experts in this exciting field.
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14 Lesons
47 minutes
On-Demand
Free-Video
tinyML

How a Middle School Girl Solves a Real-Life Challenge Using TinyML - Gas Leak Detection

0 rewiews
Discover how a 6th-grader built a gas leak detection device using tinyML, Wio Terminal, and Edge Impulse. Learn about the project's development, challenges, and future plans, plus insights on getting started with tinyML for young learners.
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15 Lesons
48 minutes
On-Demand
Free-Video
tinyML

Exploring Techniques to Build Efficient and Robust TinyML Deployments

0 rewiews
Explore techniques for efficient TinyML deployments, covering data challenges, quantization, and handling out-of-distribution data for robust edge AI applications.
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12 Lesons
57 minutes
On-Demand
Free-Video
tinyML

Application of Ultra-Low-Power and Resource-Constrained Devices to Improve Health Care Delivery in Resource-Constrained Communities

0 rewiews
Explore tinyML applications in healthcare, focusing on resource-constrained communities. Learn how ultra-low-power devices can improve diagnosis, monitoring, and logistics in challenging environments.
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22 Lesons
39 minutes
On-Demand
Free-Video
tinyML

Lightweight Face Detection for Ultra-Low Power AI Processors - tinyML Asia 2021

0 rewiews
Lightweight face detection method for ultra-low power AI processors, featuring real-time application and accuracy in various scenarios. Explores implementation on Himax WE-I Plus platform for always-on sensing products.
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17 Lesons
28 minutes
On-Demand
Free-Video
tinyML

An Approach to Dynamically Integrate Heterogeneous AI Components in Multimodal User Authentication - tinyML Asia 2021

0 rewiews
Approach to dynamically integrate heterogeneous AI components for multimodal user authentication, focusing on flexibility, performance, and energy efficiency in battery-powered devices.
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7 Lesons
23 minutes
On-Demand
Free-Video
tinyML

Building and Enabling Voice Control with ARM Cortex-M

0 rewiews
Explore Sensory's Edge-AI technology for creating custom wake words and voice control on ARM Cortex-M, with a focus on VoiceHub platform for developers.
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23 Lesons
32 minutes
On-Demand
Free-Video
tinyML

TinyML4STEM - Using TinyML for Neuroscience in K12

0 rewiews
Explore how tinyML and neuroscience combine to create engaging STEM education experiences for K-12 students, featuring insights from a successful pilot collaboration with Backyard Brains.
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5 Lesons
27 minutes
On-Demand
Free-Video
tinyML

Evolutionary Needs of TinyML

0 rewiews
Explore power-efficient AI solutions for battery-powered devices, focusing on ultra-low-power AI for always-on applications and discussing ongoing challenges in intelligent algorithm evolution.
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6 Lesons
34 minutes
On-Demand
Free-Video
tinyML

Airborne Sound Maintenance in Remote Sites Using Low Power Federated Learning

0 rewiews
Explore low-power federated learning for remote site maintenance using airborne sound, minimizing downtime and costs while adhering to GDPR regulations.
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11 Lesons
21 minutes
On-Demand
Free-Video
tinyML

TinyML Talks Ukraine - Practical TinyML for Industrial Safety and Personnel Performance Monitoring

0 rewiews
Practical implementation of TinyML for industrial safety and worker performance monitoring using custom hardware and TensorFlow Lite for motion recognition from IMU data.
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36 Lesons
1 hour
On-Demand
Free-Video
tinyML

Putting AI on a Diet: TinyML and Efficient Deep Learning

0 rewiews
Efficient deep learning techniques for deploying AI on resource-constrained devices, including model compression, neural architecture search, and new design primitives for various applications.
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13 Lesons
33 minutes
On-Demand
Free-Video
tinyML

Binarized Neural Networks on Microcontrollers

0 rewiews
Explore Binarized Neural Networks for efficient deep learning on microcontrollers, enabling complex tasks with minimal memory and high performance using 1-bit encoding for weights and activations.
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21 Lesons
59 minutes
On-Demand
Free-Video
tinyML

Embedded Machine Learning in the Real World

0 rewiews
Explore embedded ML applications, challenges, and opportunities in real-world scenarios, focusing on tiny models, accelerated hardware, and practical tooling.
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11 Lesons
27 minutes
On-Demand
Free-Video
tinyML

Acceleration of Deep Learning Inference on Raspberry Pi's VideoCore GPU

0 rewiews
Explore techniques for accelerating deep learning inference on Raspberry Pi's VideoCore GPU, including optimized tools, libraries, and compilers for enhanced performance without compromising accuracy.
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16 Lesons
26 minutes
On-Demand
Free-Video
tinyML

Tiny but Powerful: Hardware for High Performance, Low Power Machine Learning

0 rewiews
Explore cutting-edge hardware for ultra-low power machine learning at the edge, covering TinyML applications, model optimization, and emerging trends in efficient computing.
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16 Lesons
1 hour
On-Demand
Free-Video
tinyML

How to Build Advanced Hand-Gestures Using Radar and TinyML

0 rewiews
Explore advanced hand gesture control using radar and Edge AI for headphones, featuring a case study and development process with Imagimob AI software.
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14 Lesons
33 minutes
On-Demand
Free-Video
tinyML

Building Products Using Edge AI - TinyML on MCUs

0 rewiews
Explore building Edge AI products using Reality AI Tools 4.0. Learn to optimize sensor selection, minimize data collection costs, and generate explainable TinyML models for MCUs.
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15 Lesons
33 minutes
On-Demand
Free-Video
tinyML

System Support for Efficient Multi-Resolution Visual Computing on Mobile Systems

0 rewiews
Explores system support for efficient multi-resolution visual computing on mobile devices, discussing challenges and opportunities in OS and vision sensing pipeline architectures for dynamic workloads.
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19 Lesons
46 minutes
On-Demand
Free-Video
tinyML

Practical Application of TinyML in Battery Powered Anomaly Sensors for Predictive Maintenance of Industrial Assets

0 rewiews
Explore tinyML for industrial anomaly detection, enabling predictive maintenance through low-power sensors, wireless tech, and IoT cloud integration. Includes live demo and practical insights.
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16 Lesons
33 minutes
On-Demand
Free-Video
tinyML

Recent Progress on TinyML Technologies and Always-On Machine Opportunities

0 rewiews
Explore recent advancements in tinyML technologies, their implementation, and potential applications across various industries, with a focus on always-on machine learning for voice, vision, and sensing.
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24 Lesons
47 minutes
On-Demand
Free-Video
tinyML

TinyML Talks - Dr. Dominic Binks- TinyML Doesn’t Need Big Data, It Needs Great Data

0 rewiews
Explore challenges and solutions in obtaining quality audio data for tinyML sound recognition, focusing on data sources, collection methods, labeling strategies, and performance evaluation.
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9 Lesons
34 minutes
On-Demand
Free-Video
tinyML

From Small to Tiny: Co-designing ML Models, Computational Precision, and Circuits - Energy-Accuracy Trade-offs

0 rewiews
Explore co-designing ML models, computational precision, and circuits for energy-efficient tinyML systems. Learn about cross-layer optimization and cascaded networks for embedded applications.
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12 Lesons
23 minutes
On-Demand
Free-Video
tinyML

Ultra-Low-Power Command Recognition for Ubiquitous Devices

0 rewiews
Explore ultra-low-power command recognition for ubiquitous devices, covering noise challenges, system goals, core functions, training, and implementation on tiny hardware.
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11 Lesons
31 minutes
On-Demand
Free-Video
tinyML

tinyMLPerf: Benchmarking Ultra-low Power Machine Learning Systems

0 rewiews
Explore benchmarking for ultra-low power ML systems, focusing on tinyMLPerf's methodology, tasks, and ecosystem impact. Learn about quantization and community-driven efforts in this emerging field.
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15 Lesons
24 minutes
On-Demand
Free-Video
tinyML

Resource Efficient Machine Learning in a Few KBs of RAM - tinyML Summit 2020

0 rewiews
Explore resource-efficient machine learning techniques for IoT devices with limited RAM, focusing on Microsoft's EdgeML library and algorithms like ProtoNN and FastRNN for edge computing.
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15 Lesons
22 minutes
On-Demand
Free-Video
tinyML

TinyML Talks - Review of the TinyML EMEA Forum - The Seeds Have Been Planted, Time for the EMEA

0 rewiews
Comprehensive review of the inaugural tinyML EMEA Forum, highlighting key events, discussions, and future directions for the tinyML movement in Europe, Middle East, and Africa.
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32 Lesons
58 minutes
On-Demand
Free-Video
tinyML

The "Top" Ten tinyML Commandments

0 rewiews
Explore ten essential principles for tinyML success, covering data engineering, codesign, metrics, reproducibility, and industry collaboration, to drive innovation in embedded machine learning.
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15 Lesons
34 minutes
On-Demand
Free-Video
tinyML

Avoiding Loss of Quality in Tiny Models - Neuton.ai Partner Session

0 rewiews
Explore compact AI models without sacrificing quality. Learn to assess model quality, understand decision-making logic, evaluate training data, and interpret model outputs for tinyML applications.
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23 Lesons
1 hour 2 minutes
On-Demand
Free-Video
tinyML

TinyML Journey - From Face Detection Demo to Real-Life Commercial Deployment

0 rewiews
Explore the journey of TinyML from face detection demos to large-scale commercial deployment in notebooks, addressing real-world challenges and bridging the gap between technology and business.
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13 Lesons
31 minutes
On-Demand
Free-Video
tinyML

Lessons Learned from Building a TinyML-Powered Artificial Nose

0 rewiews
Explore building a TinyML-powered artificial nose, from concept to implementation. Learn about hardware, sensors, models, and integrating TinyML applications into IoT ecosystems.
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12 Lesons
25 minutes
On-Demand
Free-Video
tinyML

TinyML Talks - Building TinyML Applications Using Rune

0 rewiews
Explore containerization for TinyML apps using Rune and Hammer. Learn to build efficient, portable solutions for healthcare, field ops, and telecom, with a focus on cough detection in public spaces.
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14 Lesons
38 minutes
On-Demand
Free-Video
tinyML

SWIS: Shared Weight Bit Sparsity for Efficient Neural Network Acceleration

0 rewiews
Explore SWIS, a quantization framework for efficient neural network inference acceleration, offering improved performance and storage compression through weight decomposition and scheduling algorithms.
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11 Lesons
20 minutes
On-Demand
Free-Video
tinyML

TinyML Summit 2021 Tiny Talks - TinyML Software Runtime for Hybrid Multicore Architecture

0 rewiews
Explore software runtime for hybrid multicore architecture in TinyML, focusing on efficient resource allocation, minimized processing overhead, and optimized memory transfers for edge AI hardware.
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7 Lesons
24 minutes
On-Demand
Free-Video
tinyML

How Adaptive AI Solves Big Challenges for tinyML

0 rewiews
Explore how Adaptive AI addresses challenges in tinyML, enabling efficient deployment of Edge AI models for smart devices and enterprise solutions.
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10 Lesons
22 minutes
On-Demand
Free-Video
tinyML

Adaptive Neural Networks for Agile TinyML - Keynote

0 rewiews
Explore adaptive neural networks for efficient tinyML, enabling dynamic footprint minimization and runtime flexibility. Learn about throttleable networks, controller training, and hardware acceleration.
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15 Lesons
55 minutes
On-Demand
Free-Video
tinyML

TinyML Journey: From Face Detection Demo to Real-Life Commercial Deployment

0 rewiews
Exploring the journey from tinyML face detection demos to large-scale commercial deployment, addressing real-world challenges and bridging the gap between prototypes and practical applications.
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20 Lesons
25 minutes
On-Demand
Free-Video
tinyML

tinyML: Impact and Growth of Always-On Devices

0 rewiews
Explore the growing impact of tinyML devices in everyday life, from always-on voice in phones to environmental sensing in machines, and learn about the market's rapid expansion and technological requirements.
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18 Lesons
28 minutes
On-Demand
Free-Video
tinyML

Smartphone Impostor Detection with Behavioral Data Privacy and Minimalist Hardware Support

0 rewiews
Innovative smartphone security: Deep Learning for quick impostor detection, preserving user privacy with on-device processing and minimal hardware support.
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13 Lesons
21 minutes
On-Demand
Free-Video
tinyML

Many Shades of Acceleration - An Open TinyML Platform Perspective

0 rewiews
Explore extreme edge AI, energy efficiency, and acceleration techniques for TinyML applications with insights from the PULP platform and RISC-V processors.
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23 Lesons
55 minutes
On-Demand
Free-Video
tinyML

TinyML Vision Challenge - Summit 2021

0 rewiews
Discover the tinyML Vision Challenge: Create innovative computer vision applications using tinyML, compete for $6k in prizes, and gain recognition from the tinyML Foundation.
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16 Lesons
1 hour
On-Demand
Free-Video
tinyML

Advanced Network Quantization and Compression Using AIMET - tinyML Summit 2021

0 rewiews
Explore advanced network quantization and compression techniques using AIMET to optimize AI models for efficient deployment on end devices, addressing memory, compute, and energy constraints.
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20 Lesons
1 hour 34 minutes
On-Demand
Free-Video
tinyML

Build Industrial-Grade TinyML Applications with Edge Impulse - Tutorial

0 rewiews
Learn to build industrial-grade tinyML applications using Edge Impulse. Covers dataset collection, model design, training, optimization, and integration into embedded systems running on MCUs.
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14 Lesons
1 hour 37 minutes
On-Demand
Free-Video
tinyML

Building a Magic Wand with TensorFlow Lite Micro - Tutorial

0 rewiews
Learn to build an IMU-based gesture recognition model for Arduino, covering data gathering, training, and deployment using TensorFlow Lite Micro and CMSIS-NN library.
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19 Lesons
1 hour 33 minutes
On-Demand
Free-Video
tinyML

Oral Tongue Lesion Detection Using TinyML on Embedded Devices

0 rewiews
Explore oral tongue lesion detection using TinyML on embedded devices for early cancer screening, supporting physicians in remote healthcare settings with limited specialized resources.
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18 Lesons
34 minutes
On-Demand
Free-Video
tinyML

TinyML Talks Pakistan - SuperSlash - Unifying Design Space Exploration and Model Compression

0 rewiews
Unifying design space exploration and model compression for efficient deep learning accelerators on resource-constrained devices, optimizing off-chip memory access and model size.
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18 Lesons
53 minutes
On-Demand
Free-Video
tinyML

Accelerate Edge Compute with Syntiant's TinyML Platform

0 rewiews
Explore Syntiant's TinyML platform for efficient edge AI in battery-powered devices, featuring Neural Decision Processors for enhanced processing and power efficiency compared to MCUs.
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12 Lesons
35 minutes
On-Demand
Free-Video
tinyML

Endpoint AI Revolution Driven by Standardized Computing Platform

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Explore the Endpoint AI revolution with Arm's standardized computing platform, focusing on TinyML applications, robust software stacks, and specialized processors for efficient machine learning on IoT devices.
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21 Lesons
30 minutes
On-Demand
Free-Video
tinyML

Chasing Cows - Making Africa Smarter With Embedded ML

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Explore embedded ML applications in African agriculture and conservation, from cow health monitoring to elephant tracking, addressing unique challenges and local solutions.
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18 Lesons
56 minutes
On-Demand
Free-Video
tinyML

TinyML for Good: Ready to Take Off for a Big Impact

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Explore tinyML's potential for positive impact through expert insights on vision, value, device recommendations, education, and involvement opportunities.
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10 Lesons
31 minutes
On-Demand
Free-Video
tinyML

AutoML + TinyML with Edge Impulse's EON Tuner

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Explore AutoML for TinyML with Edge Impulse's EON Tuner. Learn how to optimize embedded machine learning models within device constraints for innovative applications.
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35 Lesons
1 hour 1 minute
On-Demand
Free-Video
tinyML

TinyML Talks Morocco - Enabling Ultra-Low Power Always-On Computer Vision at Qualcomm

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Exploring ultra-low power computer vision for TinyML applications, focusing on Qualcomm's innovations in sensors, hardware, and algorithms to enable always-on vision at 1mW power consumption.
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20 Lesons
56 minutes
On-Demand
Free-Video
tinyML

TinyML Talks Kenya - TinyML and the Developing World

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Explore TinyML's potential in developing countries for medicine, agriculture, and conservation. Learn about low-cost, battery-powered machine learning applications adaptable to local needs.
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25 Lesons
57 minutes
On-Demand
Free-Video
tinyML

Edge Machine Learning for Mobile Health Technologies

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Edge machine learning techniques for resource-constrained mobile health and wearable technologies, addressing challenges and opportunities in IoT systems for real-time health monitoring and early detection of abnormalities.
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19 Lesons
1 hour
On-Demand
Free-Video
Linux Foundation

Management of IoT TinyML Devices

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Explore integrating LwM2M protocol with TinyML for efficient IoT device management, enabling streamlined OTA updates, telemetry, and anomaly detection on resource-constrained devices.
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1 Lesons
18 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Honey, I Shrunk the TinyML

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Explore TinyML: train, convert, and run machine learning models on microcontrollers. Learn quantization, pruning techniques, and step-by-step integration for embedded AI applications.
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1 Lesons
49 minutes
On-Demand
Free-Video
MIT HAN Lab

TinyML and Efficient Deep Learning Computing - Course Summary

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Explore efficient machine learning techniques for deploying neural networks on resource-constrained devices, covering model compression, pruning, quantization, and more.
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3 Lesons
13 minutes
On-Demand
Free-Video
MIT HAN Lab

TinyML and Efficient Deep Learning Computing - Lecture 24: Course Summary

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Explore efficient machine learning techniques for deploying neural networks on resource-constrained devices. Gain hands-on experience with mobile AI and quantum machine learning.
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1 Lesons
13 minutes
On-Demand
Free-Video