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…
Configuring The AppIt was so hard for me to understand what was going on when I first touched the DeepStream SDK, so for this post, I want to share how the DeepStream App is configured VISUALLY. (Hoping I’m understanding it…
COMPARING MODELSLast week, I was able to deploy SSD_mobileNet_v2, so for comparison, this time I deployed SSD_Inception_V2. PREREQUISITE– DeepStream 5.0.1– Jetpack 4.4– Tensorflow 1.15.0 ( If you haven’t installed it yet, check out my last post) REFERENCES– https://havedatawilltrain.com/stream-of-the-jest/– IMPLEMENTATION1.…
DEEPSTREAMI was finally able to deploy a simple model using Deepstream, so I’d like to share it here PREREQUISITE– DeepStream 5.0.1– Jetpack 4.4– Tensorflow 1.15.0 IMPLEMENTATION ■ Install requirements for TensorFlow1.x on Jetson ■Install Tensorflow1.15.0: Be careful with the version…
PART 2I’ve tried generating faces to see how many images and epochs you need to get something recognizable. For part 1, I’ve done 23 epochs with about 20,000 images, and found that the machine was able to create something recognizable…
How Much Is Enough? The last time I used gan(Generating cityscapes), the output was not recognizable due to a lack of data. So, as for my next step I wanted to find out how much data and epochs you need…
TUNINGI’ve learned that the predictions machine-learning models make, vary widely depending on the hyperparameters. However, manually testing these hyperparameters can be quite inefficient. In order to resolve that, I found a software framework to automate this process called Optuna, so…
GENERATIVE ADVERSARIAL NETWORKThere is a class of machine learning framework called GAN which generates new data from data. One of the most popular use cases for GAN is generating people’s faces who don’t exist. As I was learning more about…
■PRECISION OF OCR API One of the most often projects my company is helping are related to Natural Language Processing. This is because for most companies, digital transformation is becoming their highest priority and NLP is almost inevitable when it…