wafa_ath
DIIDevHeads IoT Integration Server
•Created by wafa_ath on 4/29/2024 in #iot-cloud
pressure sensor as flex sensor
1 replies
DIIDevHeads IoT Integration Server
•Created by wafa_ath on 4/27/2024 in #devheads-feed
The Knowledge Distillation technique
The Knowledge Distillation technique is a process known as teacher-student, which transfers information from a large and complex model (the teacher) to a smaller model (the student) that is faster and more efficient , reducing the use of memory and computational cost. ↙️
But how does this work?
We need a complex model trained on a large amount of data, and we use it to extract information such as hidden layers and predictions on this data. Then, we need a student model whose architecture is simpler compared to the other one. Afterwards, we train it on the original data + this extracted information which helps it learn complex relationships quickly.
But why do we use this technique?
It allows us to deploy the student model on devices with limited resources, for example on self-driving cars which use a model for image recognition that relies on a CNN (Convolutional Neural Network) that has a high accuracy rate but is way too big and we can't put it in the car . This is why they use Knowledge Distillation to transfer what the CNN learned to a smaller model and put it in the car
2 replies
DIIDevHeads IoT Integration Server
•Created by wafa_ath on 4/27/2024 in #edge-networking
is there a platform like Blynk that I can use and it is free with ESP 32?
is there a platform like Blynk that I can use and it is free with ESP 32?
1 replies
DIIDevHeads IoT Integration Server
•Created by wafa_ath on 4/24/2024 in #devheads-feed
the signals
In or filled it's important and basic thing to understand what is the signal...
🔵The signal or what is called a sign is the variation in the quantity of electricity (usually voltage) over time.
⚪We have 3 main types of signals:
✅Analog signals : These signals vary continuously over time according to a mathematical law or any physical phenomenon like temperature, light, or sound.
✅Logical signals These are discrete signals that can take two values only (all or nothing), known as TOR (TOUT OU RIEN - Everything or Nothing).
✅Digital signals (Les signaux numériques): This type of signal is another kind of logical signal, but it only represents digital values, and is often transmitted in a series between two devices.
1 replies
DIIDevHeads IoT Integration Server
•Created by wafa_ath on 4/24/2024 in #jobs
tips
Hey community , if anyone is currently working in an IoT company, can you tell us what we need to improve ours self in ? do u have any tips or advice for us ...
4 replies
DIIDevHeads IoT Integration Server
•Created by wafa_ath on 4/22/2024 in #edge-networking
emg sensor with esp32
Currently, I am working on a project to transfer data from an EMG sensor using an ESP32 to a computer wirelessly. I will use the Wi-Fi available on the ESP32. I have three ESPs, two of which will be used as slaves and one as a master to collect data from them. Then, I will send this data to the computer.
Additionally, after receiving this data on the computer, I can process and display it in Excel or plot it
I think this is long and unprofessional way to do it ... Am i right... And can u segest other ways to do so
4 replies
DIIDevHeads IoT Integration Server
•Created by wafa_ath on 4/20/2024 in #edge-networking
between mqtt and Coap
Hello #edge-networking am developing a smart automation system for factory The system needs to collect large data from sensors ( temperature, humidity, motion, door/window status) and control actuators (lights, thermostats, locks). And the system needs to be very secure. When i was doing my research i stopped between MQTT and CoAP protocols, what do u think is the best one for this project
4 replies