AI Workshop: Build your own Text-to-Image application with DALL-E mini in Python from scratch
Prodramp
This AI workshop explains everything you need to start taking the advantage of text to image generation AI research. You are going to follow the step by step guideline to download requires pre-build model files to local Python runtime environment and use them into your Python code to process text input and generate the target images by taking advantage of GPU as if available.
GitHub Resources: https://github.com/prodramp/DeepWorks/tree/main/Text2Image-Workshop
ā¬ā¬ā¬ā¬ā¬ā¬ ā° TUTORIAL TIME STAMPS ā° ā¬ā¬ā¬ā¬ā¬ā¬
- (00:00) Content Intro
- (01:06) Why Text-to-image AI Research?
- (04:25) Previous reference videos
- (05:30) Solution Design and components
- (13:13) Finalizing Models for the solution
- (16:30) DALL-e mini model resources
- (19:19) Components and Model Finalization
- (19:55) Coding at Colab Starts
- (21:05) Package Installation
- (22:46) Downloading all files to local folder
- (26:08) Instantiate DALL-e mini main model
- (27:36) Instantiate VQGAN Model
- (29:02) Loading Tokenizer to create text processor
- (31:06) Creating Inference function
- (31:33) Creating Decode Function
- (32:29) Setting Text Input Prompt
- (33:34) Defining Model Parameters
- (34:12) Processing Text and Generating Results
- (35:50) Hitting known error and by passing it
- (36:54) Text to Image Results
- (37:21) Re-testing app with different input
- (37:40) Workshop Code at GitHub
- (38:00) Conclusion
Connect
- Prodramp LLC (@prodramp)
- Website - https://prodramp.com
- LinkedIn - https://www.linkedin.com/company/prodramp
- GitHub- https://github.com/prodramp/
- AngelList - https://angel.co/company/prodramp
- Facebook - https://www.facebook.com/Prodramp
Content Creator: Avkash Chauhan (@avkashchauhan)
Tags: #dallemini #ai #deeplearning #cnn #ml #lime #aicloud #h2oai #driverlessai #machinelearning #cloud #mlops #model #collaboration #deeplearning #modelserving #modeldeployment #pytorch #datarobot #datahub #streamlit #modeltesting #codeartifact #dataartifact #modelartifact #onnx #aws #kaggle #mapbox #lightgbm #xgboost #classification #dataengineering #pandas #keras #tensorflow #tensorboard #cnn #prodramp #avkashchauhan #LIME #mli #xai ... https://www.youtube.com/watch?v=uVYZR6Wab7o
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