Deep learning project end to end | Potato Disease Classification Using CNN - 1 : Problem Statement
This is the first video in end to end deep learning project series in agriculture domain. Farmers every year face economic loss and crop waste due to various diseases in potato plants. We will use image classification using CNN and built a mobile app using which a farmer can take a picture and app will tell you if the plant has a disease or not. Technology stack for this project will be,
Model Building: tensorflow, CNN, data augmentation, tf dataset
Backend Server and ML Ops: tf serving, FastAPI
Model Optimization: Quantization, Tensorflow lite
Frontend: React JS, React Native
Deployment: GCP (Google cloud platform, GCF (Google cloud functions)
Code: https://github.com/codebasics/potato-disease-classification
Do you want to learn technology from me? Check https://codebasics.io/?utm_source=description&utm_medium=yt&utm_campaign=description&utm_id=description for my affordable video courses.
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Deep learning tutorials: https://www.youtube.com/playlist?list=PLeo1K3hjS3uu7CxAacxVndI4bE_o3BDtO
Python tutorials: https://www.youtube.com/playlist?list=PLeo1K3hjS3uv5U-Lmlnucd7gqF-3ehIh0
All machine learning projects: https://www.youtube.com/playlist?list=PLeo1K3hjS3ut2o1ay5Dqh-r1kq6ZU8W0M
⭐️ Timestamps ⭐️
00:00 Introduction
00:42 Problem statement
01:33 Possible solution for this problem
02:42 Technical architecture
07:52 Project pre-requisites
🌎 My Website For Video Courses: https://codebasics.io/?utm_source=description&utm_medium=yt&utm_campaign=description&utm_id=description
Need help building software or data analytics and AI solutions? My company https://www.atliq.com/ can help. Click on the Contact button on that website.
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❗❗ DISCLAIMER: All opinions expressed in this video are of my own and not that of my employers'.
Видео Deep learning project end to end | Potato Disease Classification Using CNN - 1 : Problem Statement канала codebasics
Model Building: tensorflow, CNN, data augmentation, tf dataset
Backend Server and ML Ops: tf serving, FastAPI
Model Optimization: Quantization, Tensorflow lite
Frontend: React JS, React Native
Deployment: GCP (Google cloud platform, GCF (Google cloud functions)
Code: https://github.com/codebasics/potato-disease-classification
Do you want to learn technology from me? Check https://codebasics.io/?utm_source=description&utm_medium=yt&utm_campaign=description&utm_id=description for my affordable video courses.
Project Playlist : https://www.youtube.com/playlist?list=PLeo1K3hjS3ut49PskOfLnE6WUoOp_2lsD
Project Hindi Playlist : https://www.youtube.com/playlist?list=PLPbgcxheSpE1gl5WkrwtmRiCwiGMM8NdH
Deep learning tutorials: https://www.youtube.com/playlist?list=PLeo1K3hjS3uu7CxAacxVndI4bE_o3BDtO
Python tutorials: https://www.youtube.com/playlist?list=PLeo1K3hjS3uv5U-Lmlnucd7gqF-3ehIh0
All machine learning projects: https://www.youtube.com/playlist?list=PLeo1K3hjS3ut2o1ay5Dqh-r1kq6ZU8W0M
⭐️ Timestamps ⭐️
00:00 Introduction
00:42 Problem statement
01:33 Possible solution for this problem
02:42 Technical architecture
07:52 Project pre-requisites
🌎 My Website For Video Courses: https://codebasics.io/?utm_source=description&utm_medium=yt&utm_campaign=description&utm_id=description
Need help building software or data analytics and AI solutions? My company https://www.atliq.com/ can help. Click on the Contact button on that website.
🎥 Codebasics Hindi channel: https://www.youtube.com/channel/UCTmFBhuhMibVoSfYom1uXEg
#️⃣ Social Media #️⃣
🔗 Discord: https://discord.gg/r42Kbuk
📸 Dhaval's Personal Instagram: https://www.instagram.com/dhavalsays/
📸 Instagram: https://www.instagram.com/codebasicshub/
🔊 Facebook: https://www.facebook.com/codebasicshub
📱 Twitter: https://twitter.com/codebasicshub
📝 Linkedin (Personal): https://www.linkedin.com/in/dhavalsays/
📝 Linkedin (Codebasics): https://www.linkedin.com/company/codebasics/
❗❗ DISCLAIMER: All opinions expressed in this video are of my own and not that of my employers'.
Видео Deep learning project end to end | Potato Disease Classification Using CNN - 1 : Problem Statement канала codebasics
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