These last 12 months were truly a pivotal time for Edge Impulse, marked by our inaugural flagship event Imagine, new tools like the EON Tuner, funding rounds, a slew of supported hardware, and of course, countless contributions from our fast-growing community. As we prepare to turn the page on this incredible year, we’re taking a look back at just some of the embedded ML projects created by our 30K+ developers - in no particular order. Working on an application of your own? Be sure to let us know!
Sniff out various smells with an artificial nose (Benjamin Cabé)
![](https://www.edgeimpulse.com/blog/content/images/assets/nose_ccae1b9fc0.jpg)
Retrofit analog sensors with ML smarts (Brandon Satrom)
![](https://www.edgeimpulse.com/blog/content/images/assets/f5c4_j_gc_egb_blob_f7e7936b40.webp)
Monitor reckless driving in your neighborhood with a portable speed trap (Rob Lauer)
![](https://www.edgeimpulse.com/blog/content/images/assets/be_zz_gk_y1ps_blob_92c8b25236.webp)
Prevent wildfires with the Jewel Beetle system (Pratyush Mallick)
![](https://www.edgeimpulse.com/blog/content/images/assets/solar_faed80c6cb.jpg)
Assist drivers pull into their parking spaces with computer vision (Manivannan S)
![](https://www.edgeimpulse.com/blog/content/images/assets/parking_7a2e29be0b.jpg)
Spot intruders using ultra-low-powered thermal vision (Naveen Kumar)
![](https://www.edgeimpulse.com/blog/content/images/assets/thermal_imaging_3d59aeaadf.jpg)
Ease pet separation anxiety thanks to the tinyML dog bark stopper (Nathaniel Felleke)
![](https://www.edgeimpulse.com/blog/content/images/assets/untitled_4_837c81d285.jpg)
Hear underwater events with the AI ArduBuoy (Luke Berndt)
![](https://www.edgeimpulse.com/blog/content/images/assets/board_program_561d1bc650.jpg)
Maximize crop yield and minimize water waste with an AI-managed irrigation system (Evan Rust)
![](https://www.edgeimpulse.com/blog/content/images/assets/untitled_8_3a88fb3172.jpg)
Automate satellite image classification in space (Dhruv Sheth)
![](https://www.edgeimpulse.com/blog/content/images/assets/j9_k_pgwr_y_sv_blob_14e1798c70.webp)
Find pipeline faults with the TinySewer camera module (Huy Mai)
![](https://www.edgeimpulse.com/blog/content/images/assets/mwkv2g1i_fb745588cd.jpg)
Calculate how much reading time remains in your book (Roni Bandini)
![](https://www.edgeimpulse.com/blog/content/images/assets/book1_6c8d02b7fe.jpg)
Notify farmers of potential respiratory disease in their pigpens (Clinton Odour)
![](https://www.edgeimpulse.com/blog/content/images/assets/img_20210628_145223_m_z_re_cvf_sky_jpg_8d46a9d196.webp)
Enhance cyclist safety with voice-controlled turn lights (Alvaro Gonzalez-Vila)
![](https://www.edgeimpulse.com/blog/content/images/assets/untitled_5_6bcce7a118.jpg)
Detect pneumonia on cheap devices consuming less than 1 mW (Arijit Das)
![](https://www.edgeimpulse.com/blog/content/images/assets/untitled_6_8c96802820.jpg)
Enforce safety on worksites with a hard hat detector (Monica Houston)
![](https://www.edgeimpulse.com/blog/content/images/assets/0_rd_ep_207m_m_blob_6ae0d78399.webp)
Train your watch to recognize different hand movements (Thomas Vikström)
![](https://www.edgeimpulse.com/blog/content/images/assets/untitled_8_4dc09beaaa.jpg)
Scale your fleet of edge ML solutions (Mithun Das)
![](https://www.edgeimpulse.com/blog/content/images/assets/139112437_0644638b_c782_40a8_9632_0c5a41c66bbe_1_jpg_ad026298b6.webp)
Deploy an autonomous robot to help with litter removal (Kutluhan Aktar)
![](https://www.edgeimpulse.com/blog/content/images/assets/image_e_ab8y_rvc4o_png_4a890014e5.webp)
Measure car tire pressure with machine vision (Bob Hammell)
![](https://www.edgeimpulse.com/blog/content/images/assets/20210907_092141_an_a_xqb_grh_2_jpg_1fce447c55.webp)
Pilot a drone via vision-based gestures (Cris Thomas and Jiss Joseph Thomas)
![](https://www.edgeimpulse.com/blog/content/images/assets/drone_0da4eefbf8.jpg)
Classify microorgnisms using low-cost microscopes (Sai Charan Kovuru and Sri Sai Tarun)
![](https://www.edgeimpulse.com/blog/content/images/assets/sb_tj_3_v8_n_pm_blob_a18f7d92f5.webp)
Catch pests destroying your yard with this Raspberry Pi setup (TJ VanToll)
![](https://www.edgeimpulse.com/blog/content/images/assets/at_on_6b_u_xl_d_blob_889c470204.webp)
Reduce the spread of malaria with an acoustic mosquito detection device (Solomon Muhunyo Githu)
![](https://www.edgeimpulse.com/blog/content/images/assets/e6m2_kr_f_xo_ach_p_ry_79a3a1c5fb.jpg)