# Projects **URL:** https://discuss.tinyml.seas.harvard.edu/c/projects/5.md [Latest](https://discuss.tinyml.seas.harvard.edu/latest.md) · [Categories](https://discuss.tinyml.seas.harvard.edu/categories.md) --- ## [About the Projects category](https://discuss.tinyml.seas.harvard.edu/t/about-the-projects-category/16)
**Author:** [@vjreddi](https://discuss.tinyml.seas.harvard.edu/u/vjreddi)\ **Replies:** 0
Start embedded AI projects with the community or showcase your projects. Start a topic on new projects or include links, videos, etc. to share your work. --- ## [The TinyML4D Academic Network 21st Show and Tell will be 1PM UTC Thursday June 25th, 2026](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-21st-show-and-tell-will-be-1pm-utc-thursday-june-25th-2026/1901)
**Author:** [@Rocksetta](https://discuss.tinyml.seas.harvard.edu/u/Rocksetta)\ **Replies:** 0\ **Last updated:** [June 12, 2026, 11:04pm UTC](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-21st-show-and-tell-will-be-1pm-utc-thursday-june-25th-2026/1901 "2026-06-12T23:04:24Z")
The TinyML4D Academic Network 21st Show and Tell will be 1PM UTC Thursday June 25th, 2026 The 21st TinyML4D Academic Network Show and Tell. The Show and Tell is typically held at 1 pm GMT on the last Thursday of each … --- ## [The TinyML4D Academic Network 20th Show and Tell Thursday May 28th, 2026](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-20th-show-and-tell-thursday-may-28th-2026/1884)
**Author:** [@Rocksetta](https://discuss.tinyml.seas.harvard.edu/u/Rocksetta)\ **Replies:** 0\ **Last updated:** [May 14, 2026, 6:29pm UTC](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-20th-show-and-tell-thursday-may-28th-2026/1884 "2026-05-14T18:29:26Z")
The TinyML4D Academic Network 20th Show and Tell will be1PM UTC Thursday May 28th, 2026 The 20th TinyML4D Academic Network Show and Tell. The Show and Tell is typically held at 1 pm GMT on the last Thursday of each mo… --- ## [The TinyML4D Academic Network 19th Show and Tell will be Thursday April 30th, 2026](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-19th-show-and-tell-will-be-thursday-april-30th-2026/1881)
**Author:** [@Rocksetta](https://discuss.tinyml.seas.harvard.edu/u/Rocksetta)\ **Replies:** 0\ **Last updated:** [April 2, 2026, 6:28am UTC](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-19th-show-and-tell-will-be-thursday-april-30th-2026/1881 "2026-04-02T06:28:59Z")
The TinyML4D Academic Network 19th Show and Tell will be Thursday April 30th, 2026 The 19th TinyML4D Academic Network Show and Tell. The Show and Tell is typically held at 1 pm GMT on the last Thursday of each month. … --- ## [PicoML - Going to the edge of the edge of the edge](https://discuss.tinyml.seas.harvard.edu/t/picoml-going-to-the-edge-of-the-edge-of-the-edge/1876)
**Author:** [@p-koellner](https://discuss.tinyml.seas.harvard.edu/u/p-koellner)\ **Replies:** 0\ **Last updated:** [February 26, 2026, 5:42pm UTC](https://discuss.tinyml.seas.harvard.edu/t/picoml-going-to-the-edge-of-the-edge-of-the-edge/1876 "2026-02-26T17:42:27Z")
Hi, to tidy up the certificate situation at edx.org a bit I somehow happened into the cs50x course, and to finish it off I submitted a small 6502 emulator project complete with stdio support and firmware written in asse… --- ## [Projeto em faculdade](https://discuss.tinyml.seas.harvard.edu/t/projeto-em-faculdade/1821)
**Author:** [@paulinho](https://discuss.tinyml.seas.harvard.edu/u/paulinho)\ **Replies:** 0\ **Last updated:** [September 2, 2025, 12:37am UTC](https://discuss.tinyml.seas.harvard.edu/t/projeto-em-faculdade/1821 "2025-09-02T00:37:05Z")
projetos em aperfeiçoamento em faculdade --- ## [The TinyML4D Academic Network 17th Show and Tell will be Thursday April 24th, 2025](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-17th-show-and-tell-will-be-thursday-april-24th-2025/1711)
**Author:** [@Rocksetta](https://discuss.tinyml.seas.harvard.edu/u/Rocksetta)\ **Replies:** 1\ **Last updated:** [April 17, 2025, 2:04am UTC](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-17th-show-and-tell-will-be-thursday-april-24th-2025/1711 "2025-04-17T02:04:02Z")
The TinyML4D Academic Network 17th Show and Tell will be Thursday April 24th, 2025 The 17th TinyML4D Academic Network Show and Tell. The Show and Tell is typically held at 1pm GMT on the last Thursday of each month. F… --- ## [TinyML4D SHOW and TELL Main Index](https://discuss.tinyml.seas.harvard.edu/t/tinyml4d-show-and-tell-main-index/1216)
**Author:** [@Rocksetta](https://discuss.tinyml.seas.harvard.edu/u/Rocksetta)\ **Replies:** 0\ **Last updated:** [December 30, 2022, 10:52pm UTC](https://discuss.tinyml.seas.harvard.edu/t/tinyml4d-show-and-tell-main-index/1216 "2022-12-30T22:52:34Z")
TinymML4D Academic Network Show and Tell Main Index. The main video stream Show and Tell link is at https://www.youtube.com/@TinyML4D-rd3jo/streams For this Thursday session at 2pm GMT we will use Google meet URl Google… --- ## [\*\*The TinyML4D Academic Network 16th Show and Tell will be Thursday Jan 30th, 2025\*\*](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-16th-show-and-tell-will-be-thursday-jan-30th-2025/1682)
**Author:** [@Rocksetta](https://discuss.tinyml.seas.harvard.edu/u/Rocksetta)\ **Replies:** 0\ **Last updated:** [January 30, 2025, 1:29pm UTC](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-16th-show-and-tell-will-be-thursday-jan-30th-2025/1682 "2025-01-30T13:29:56Z")
The TinyML4D Academic Network 16th Show and Tell will be Thursday Jan 30th, 2025 The 16th TinyML4D Academic Network Show and Tell. The Show and Tell is typically held at 2pm GMT (after daylight savings time) on the las… --- ## [The TinyML4D Academic Network 14th Show and Tell will be Thursday Oct 24th, 2024](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-14th-show-and-tell-will-be-thursday-oct-24th-2024/1608)
**Author:** [@Rocksetta](https://discuss.tinyml.seas.harvard.edu/u/Rocksetta)\ **Replies:** 0\ **Last updated:** [October 10, 2024, 1:52pm UTC](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-14th-show-and-tell-will-be-thursday-oct-24th-2024/1608 "2024-10-10T13:52:53Z")
The TinyML4D Academic Network 14th Show and Tell will be Thursday Oct 24th, 2024 The 14th TinyML4D Academic Network Show and Tell. The Show and Tell is typically held at 2pm GMT on the last Thursday of each month. For… --- ## [TinyML Deployment Issue](https://discuss.tinyml.seas.harvard.edu/t/tinyml-deployment-issue/1655)
**Author:** [@MuhammadWaqasAli](https://discuss.tinyml.seas.harvard.edu/u/MuhammadWaqasAli)\ **Replies:** 0\ **Last updated:** [December 19, 2024, 6:25am UTC](https://discuss.tinyml.seas.harvard.edu/t/tinyml-deployment-issue/1655 "2024-12-19T06:25:36Z")
Hi everyone, I’m working on a project where I use TinyML to predict horse activity based on 6-axis accelerometer and gyroscope data. The data is collected via an ESP32-S3, and I’m trying to deploy a TensorFlow Lite (TFL… --- ## [The TinyML4D Academic Network 15th Show and Tell will be Thursday Nov 28, 2024](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-15th-show-and-tell-will-be-thursday-nov-28-2024/1627)
**Author:** [@Rocksetta](https://discuss.tinyml.seas.harvard.edu/u/Rocksetta)\ **Replies:** 0\ **Last updated:** [November 13, 2024, 10:27pm UTC](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-15th-show-and-tell-will-be-thursday-nov-28-2024/1627 "2024-11-13T22:27:25Z")
The TinyML4D Academic Network 15th Show and Tell will be Thursday Nov 28, 2024 The 15th TinyML4D Academic Network Show and Tell. The Show and Tell is typically held at 2pm GMT (after daylight savings time) on the last … --- ## [Looking for software engineer develop web interface with gesture recognition project demo](https://discuss.tinyml.seas.harvard.edu/t/looking-for-software-engineer-develop-web-interface-with-gesture-recognition-project-demo/1530)
**Author:** [@lily](https://discuss.tinyml.seas.harvard.edu/u/lily)\ **Replies:** 0\ **Last updated:** [July 9, 2024, 10:30am UTC](https://discuss.tinyml.seas.harvard.edu/t/looking-for-software-engineer-develop-web-interface-with-gesture-recognition-project-demo/1530 "2024-07-09T10:30:33Z")
Hi guys, I made a wearable device which can be attached to left hand figure to recognize simple gestures like “heart”, “Star”. This device has already successfully deployed Arduino BLE 33 with gesture recognition model. … --- ## [The TinyML4D Academic Network 13th Show and Tell will be Thursday June 24th, 2024](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-13th-show-and-tell-will-be-thursday-june-24th-2024/1517)
**Author:** [@Rocksetta](https://discuss.tinyml.seas.harvard.edu/u/Rocksetta)\ **Replies:** 0\ **Last updated:** [June 24, 2024, 8:24pm UTC](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-13th-show-and-tell-will-be-thursday-june-24th-2024/1517 "2024-06-24T20:24:46Z")
The TinyML4D Academic Network 13th Show and Tell will be Thursday June 24th, 2024 The 13th TinyML4D Academic Network Show and Tell. The Show and Tell is typically held at \*\*1pm GMT \*\* on the last Thursday of each month… --- ## [The TinyML4D Academic Network 12th Show and Tell will be Thursday May 30th, 2024](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-12th-show-and-tell-will-be-thursday-may-30th-2024/1497)
**Author:** [@Rocksetta](https://discuss.tinyml.seas.harvard.edu/u/Rocksetta)\ **Replies:** 0\ **Last updated:** [May 22, 2024, 5:32am UTC](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-12th-show-and-tell-will-be-thursday-may-30th-2024/1497 "2024-05-22T05:32:40Z")
The TinyML4D Academic Network 12th Show and Tell will be Thursday May 30th, 2024 The 12th TinyML4D Academic Network Show and Tell. The Show and Tell is typically held at \*\*1pm GMT \*\* on the last Thursday of each month. … --- ## [The TinyML4D Academic Network 11th Show and Tell will be Thursday Mar 28th, 2024](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-11th-show-and-tell-will-be-thursday-mar-28th-2024/1469)
**Author:** [@Rocksetta](https://discuss.tinyml.seas.harvard.edu/u/Rocksetta)\ **Replies:** 0\ **Last updated:** [March 10, 2024, 9:34pm UTC](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-11th-show-and-tell-will-be-thursday-mar-28th-2024/1469 "2024-03-10T21:34:19Z")
The TinyML4D Academic Network 11th Show and Tell will be Thursday Mar 28th, 2024 The Eleventh TinyML4D Academic Network Show and Tell. The Show and Tell is typically held at 2pm GMT possibly 1pm on the last Thursday of… --- ## [The TinyML4D Academic Network 10th Show and Tell will be Thursday Feb 29th, 2024](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-10th-show-and-tell-will-be-thursday-feb-29th-2024/1451)
**Author:** [@Rocksetta](https://discuss.tinyml.seas.harvard.edu/u/Rocksetta)\ **Replies:** 0\ **Last updated:** [February 2, 2024, 2:50pm UTC](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-10th-show-and-tell-will-be-thursday-feb-29th-2024/1451 "2024-02-02T14:50:17Z")
The TinyML4D Academic Network 10th Show and Tell will be Thursday Feb 29th, 2024 The Tenth TinyML4D Academic Network Show and Tell. The Show and Tell is typically held at 2pm GMT on the last Thursday of each month. F… --- ## [The TinyML4D Academic Network 8th Show and Tell will be Thursday September 28th, 2023](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-8th-show-and-tell-will-be-thursday-september-28th-2023/1366)
**Author:** [@Rocksetta](https://discuss.tinyml.seas.harvard.edu/u/Rocksetta)\ **Replies:** 0\ **Last updated:** [September 12, 2023, 5:12am UTC](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-8th-show-and-tell-will-be-thursday-september-28th-2023/1366 "2023-09-12T05:12:35Z")
The TinyML4D Academic Network 8th Show and Tell will be Thursday September 28th, 2023 The Eight TinyML4D Academic Network Show and Tell. The Show and Tell is typically held at 1pm GMT on the last Thursday of each month… --- ## [The TinyML4D Academic Network 7th Show and Tell will be August 31th, 2023](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-7th-show-and-tell-will-be-august-31th-2023/1356)
**Author:** [@Rocksetta](https://discuss.tinyml.seas.harvard.edu/u/Rocksetta)\ **Replies:** 0\ **Last updated:** [August 17, 2023, 2:35pm UTC](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-7th-show-and-tell-will-be-august-31th-2023/1356 "2023-08-17T14:35:35Z")
The TinyML4D Academic Network 7th Show and Tell will be August 31th, 2023 The Seventh TinyML4D Academic Network Show and Tell. The Show and Tell is typically held at 1pm GMT on the last Thursday of each month. Full v… --- ## [Issue in correct deployment of gesture recognition model](https://discuss.tinyml.seas.harvard.edu/t/issue-in-correct-deployment-of-gesture-recognition-model/1334)
**Author:** [@noobbits](https://discuss.tinyml.seas.harvard.edu/u/noobbits)\ **Replies:** 0\ **Last updated:** [July 16, 2023, 1:29pm UTC](https://discuss.tinyml.seas.harvard.edu/t/issue-in-correct-deployment-of-gesture-recognition-model/1334 "2023-07-16T13:29:16Z")
I trained a rock paper scissors detection model that achieved accuracy of more than 90%. However, when I deployed the model on the Arduino Nano 33 BLE Sense, the inferences it made were significantly inaccurate. Moreove… --- ## [The TinyML4D Academic Network 6th Show and Tell will be May 25th, 2023](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-6th-show-and-tell-will-be-may-25th-2023/1303)
**Author:** [@Rocksetta](https://discuss.tinyml.seas.harvard.edu/u/Rocksetta)\ **Replies:** 0\ **Last updated:** [May 23, 2023, 9:15pm UTC](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-6th-show-and-tell-will-be-may-25th-2023/1303 "2023-05-23T21:15:05Z")
The TinyML4D Academic Network 6th Show and Tell will be May 25th, 2023 The Sixth TinyML4D Academic Network Show and Tell. The Show and Tell is typically held at 1pm UTC on the last Thursday of each month. Full video h… --- ## [The TinyML4D Academic Network 5th Show and Tell will be March 30th, 2023](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-5th-show-and-tell-will-be-march-30th-2023/1267)
**Author:** [@Rocksetta](https://discuss.tinyml.seas.harvard.edu/u/Rocksetta)\ **Replies:** 0\ **Last updated:** [March 14, 2023, 11:37pm UTC](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-5th-show-and-tell-will-be-march-30th-2023/1267 "2023-03-14T23:37:21Z")
The TinyML4D Academic Network 5th Show and Tell will be March 30th, 2023 The Fifth TinyML4D Academic Network Show and Tell. The Show and Tell is typically held at 2pm UTC on the last Thursday of each month. For this m… --- ## [Smart water recovery system - looking for Tiny ML enterpreneur](https://discuss.tinyml.seas.harvard.edu/t/smart-water-recovery-system-looking-for-tiny-ml-enterpreneur/1082)
**Author:** [@ruibgomes](https://discuss.tinyml.seas.harvard.edu/u/ruibgomes)\ **Replies:** 1\ **Last updated:** [April 4, 2023, 1:38pm UTC](https://discuss.tinyml.seas.harvard.edu/t/smart-water-recovery-system-looking-for-tiny-ml-enterpreneur/1082 "2023-04-04T13:38:26Z")
Hi, tinyML community! I’m starting a new project that hopefully soon, will become a startup. At a high level, is a smart (sensor-based) system that “reads” the water parameters from showers and handwashing, and deliver… --- ## [The TinyML4D Academic Network 4th Show and Tell will be February 23rd, 2023](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-4th-show-and-tell-will-be-february-23rd-2023/1259)
**Author:** [@Rocksetta](https://discuss.tinyml.seas.harvard.edu/u/Rocksetta)\ **Replies:** 0\ **Last updated:** [February 18, 2023, 2:28am UTC](https://discuss.tinyml.seas.harvard.edu/t/the-tinyml4d-academic-network-4th-show-and-tell-will-be-february-23rd-2023/1259 "2023-02-18T02:28:55Z")
The TinyML4D Academic Network 4th Show and Tell will be February 23rd, 2023 The forth TinyML4D Academic Network Show and Tell. The Show and Tell is typically held at 2pm UTC on the last Thursday of each month. Full vi… --- ## [TinyML4D Show and Tell January 26th, 2023](https://discuss.tinyml.seas.harvard.edu/t/tinyml4d-show-and-tell-january-26th-2023/1231)
**Author:** [@Rocksetta](https://discuss.tinyml.seas.harvard.edu/u/Rocksetta)\ **Replies:** 3\ **Last updated:** [February 4, 2023, 10:18pm UTC](https://discuss.tinyml.seas.harvard.edu/t/tinyml4d-show-and-tell-january-26th-2023/1231 "2023-02-04T22:18:45Z")
The TinyML4D Academic Network 3rd Show and Tell will be January 26th, 2023 For this the Third TinyML4D Academic Network Show and Tell we did have some issues with people getting into the zoom meeting as the passcode was… --- ## [TensorFlow Lite Micro on Embedded FPGA for Research](https://discuss.tinyml.seas.harvard.edu/t/tensorflow-lite-micro-on-embedded-fpga-for-research/898)
**Author:** [@Yarib](https://discuss.tinyml.seas.harvard.edu/u/Yarib)\ **Replies:** 2\ **Last updated:** [January 23, 2023, 3:24pm UTC](https://discuss.tinyml.seas.harvard.edu/t/tensorflow-lite-micro-on-embedded-fpga-for-research/898 "2023-01-23T15:24:40Z")
Dear community, I am working on a research project (part of my Ph.D. thesis) to accelerate artificial neural networks (ANN) with approximate processing techniques. I was wondering if you have used quantized aware train… --- ## [Hardware acceleration for TinyML on low-power FPGA. Research results](https://discuss.tinyml.seas.harvard.edu/t/hardware-acceleration-for-tinyml-on-low-power-fpga-research-results/1230)
**Author:** [@Yarib](https://discuss.tinyml.seas.harvard.edu/u/Yarib)\ **Replies:** 0\ **Last updated:** [January 23, 2023, 3:21pm UTC](https://discuss.tinyml.seas.harvard.edu/t/hardware-acceleration-for-tinyml-on-low-power-fpga-research-results/1230 "2023-01-23T15:21:20Z")
Dear community, Here, I share the research results on low-power CNN inference using custom floating-point quantization and its dedicated hardware design. We use TensorFlow Lite micro on the smallest Zynq FPGA. As a Tin… --- ## [Trying to deploy my custom object detection model using esp32cam](https://discuss.tinyml.seas.harvard.edu/t/trying-to-deploy-my-custom-object-detection-model-using-esp32cam/1224)
**Author:** [@saeedbenadeeb101](https://discuss.tinyml.seas.harvard.edu/u/saeedbenadeeb101)\ **Replies:** 7\ **Last updated:** [January 13, 2023, 9:26pm UTC](https://discuss.tinyml.seas.harvard.edu/t/trying-to-deploy-my-custom-object-detection-model-using-esp32cam/1224 "2023-01-13T21:26:23Z")
im trying to delpoy my custom object detection model with (2 classes) on ESP32CAM but i facing so many errors, and couldnt if there is any tutorial or video than can help me. any help would be great. --- ## [TinyML4D Show and Tell October 27th, 2022](https://discuss.tinyml.seas.harvard.edu/t/tinyml4d-show-and-tell-october-27th-2022/1190)
**Author:** [@Rocksetta](https://discuss.tinyml.seas.harvard.edu/u/Rocksetta)\ **Replies:** 0\ **Last updated:** [December 2, 2022, 7:14am UTC](https://discuss.tinyml.seas.harvard.edu/t/tinyml4d-show-and-tell-october-27th-2022/1190 "2022-12-02T07:14:50Z")
TinymML4D Academic Network 2nd Show and Tell on October 27th, 2022. The First TinyML4D Show and Tell of student projects was October 27th, 2022. The recorded video is at this Youtube link https://youtu.be/s8\_hKpOWUwY P… --- ## [TinyML4D Show and Tell December 1st, 2022](https://discuss.tinyml.seas.harvard.edu/t/tinyml4d-show-and-tell-december-1st-2022/1215)
**Author:** [@Rocksetta](https://discuss.tinyml.seas.harvard.edu/u/Rocksetta)\ **Replies:** 0\ **Last updated:** [December 30, 2022, 10:24pm UTC](https://discuss.tinyml.seas.harvard.edu/t/tinyml4d-show-and-tell-december-1st-2022/1215 "2022-12-30T22:24:34Z")
TinymML4D Academic Network 2nd Show and Tell on December 1st 2022. The full video is at this Youtube address https://youtu.be/e49pkjnIMlQ Presenters in the order of presentation are: Wong Khai Chiuan, Universiti Te… [Next page](https://discuss.tinyml.seas.harvard.edu/c/projects/5.md?page=1)