I’ve noticed I was slightly misunderstanding the categorization of AI when I was reading. DEEP LEARNING by Ian Goodfellow, Yoshua Bengio, and Aaron Courville. First of all, like the drawing above, AI is making a machine do a task that would be…
Let’s say we have 300 genres, that would mean each column of the table would be a 300×1 dimension vector representing the nuance of that word. Vectorizing this nuance is called word-embedding.By making the machine learn this nuance(the table above),…
Nowadays almost anyone can make use of machine/deep learning just by copying and pasting codes from the internet. But I think it is still important to understand the math behind the inference. Ok, Let’s consider a simple neural network that…
When detecting objects, the method to display the detected boxes can affect the inference speed. One of the models I’m working on uses a clustering method to display those boxes and it is SUPER SLOW.I’ve noticed something when I was…
For this post, I’d like to share how to label images using LabelIMG.I’ll be using the Anaconda command prompt, so start the tutorial after you’re inside one of your environments. Start LabelIMG Git clone the repo Install Requirements Change directory…
Augmenting Data In most case for AI projects, there are not enough data to train a model. So that’s when Data Augmentation comes into play! You can create new data from what you already have and use that to train…
■ InceptionNet I’ve been using this model to run inference on jetson for a while, but I didn’t know what was actually going on inside, so for this time I’ve decided to create the network from scratch using Pytorch. ■…
OPTIMIZING YOUR MODELThere is a machine learning framework called, TensorRT to “optimize” your model for faster inference. I’ve been converting many models to a TensorRT engine for a while, but I didn’t really know how it was optimizing the model.…
MY BRITAFor the past few weeks, I’ve been deploying pre-trained models so, for this time, I finally made my first retrained model for detecting my BRITA(I honestly just didn’t have anything else to detect). Since it’s my first time, I…
EVALUATING PERFORMANCEI’ve been able to create several successful routes to deploy models using the Deepstream app. So for my next step, before retraining models, I compared the performance depending on the GPU METRICS ＆ NOTES– Model: YOLOV3– I’m comparing JetsonTX2…