YOLOX
Dashboard PRO
Computer Vision Analytics Dashboards are a Game Changer.
Build a Full-Stack end-to-end RTSP Dashboard in 14 days!
ENROLL IN COURSEThe Problem
To develop an end-to-end Computer Vision application, for your client, you have 2 Options:
- Use a Third-Party Online Service
- Develop the Dashboard Yourself
Online Service
Pros
- Quick to build & Deploy
Cons
- Expensive Monthly Cost
- Limited Models & Functionality
- Not Privacy focused
Build it Yourself
Pros
- Can deploy anywhere
- Feature rich, flexible
- Use any model, library
- No Monthly costs
- Not hosted on 3rd Party - Thus data is private & Secure
Cons
- Need to have programming background
- Not many tutorials/courses on how to build CV Dashboards.
YOLOX Dashboard PRO
Build a Full-Stack Deployable Traffic Analytics Dashboard
from Scratch using YOLOX
Code
8 Hours+ Content
Beginner Friendly
Lifetime Access
YOLOX is Fast!
3.8%
More Accurate than YOLOv5
66%
Faster than EfficientDet
"If you want to develop your own Deployable Vision Dashboard without being tied to costly & limited 3rd Party Services & Customize your Dashboards the way you want it, then this course is for you!"
Curriculum
Module 1
Object Detection
YOLOX Basics
- Introduction to YOLOX
- YOLOX Paper Review
- Loss Function
- Evaluation Metrics
- Intersection Over Union
- Non-Max Suppression
- Mean Average Precision
- YOLOX on Video/Image
- YOLOX Live Inference
Module 2
Training Custom YOLOX
- Data Collection
- Data Augmentation
- Dataset Bias & Health
- How to tune your training parameters
- How to analyze your model performance
- Active learning for faster automated annotation
Module 3+4
YOLOX + Tracking
- Object Tracking Basics
- SOTA exploration and Paper Review
- Implementing Basic Tracking Architecture
- Multi-Object Tracking (MOT)
- Integrating YOLOX with SORT
- App 1- Detect & Track Vehicles
- App 2 - Count & Sort Vehicles
- App 3 - Identify Direction Trajectories
- App 4 - Speed Calculation
- Track from LIVE RTSP Camera
Module 5
Traffic Flow Dash App
Build a Full-Stack Vision Analytics Dashboard
- Dashboard Basics
- Plotly Dash fundamentals
- Dash User Interface Planning
- HTML Elements
- Dash Core Components
- Visualizations - UI Widgets
- Visualizations - Graphs
- Visualizations - Pie Charts & Sunburst Charts
- Bootstrapping Dash
- Layout Design & Styling
- Putting it all together - YOLOX + Tracking Inference Integration in Dashboard
- Enhancing the Dashboard
- Deploy Solution
The Dashboard
Modern UI
Upgrade
Dashboard Features
Graph / Charts
User Interface Design & Development
Interaction Widgets
Web App Deployment
Heatmaps
Speed Trajectory Calulcations
Class Selection
Multi-RTSP Cameras [$10k Goal]
Bonuses
Certification
Once you complete the course, you will graduate with an Official Certificate embedded with a unique ID that you can share on LinkedIn.
Your Instructors
Ritesh Kanjee
-
100k+ Subscribers YouTube
-
71k Students Augmented Startups
-
M(Eng.) Electronic University of Joburg
-
13k+ Followers LinkedIn
Rohit Kukreja
-
Deep Learning & CV Expert
-
Data Analyst
-
Freelancer & Lecturer