Download Advanced TensorFlow - Custom Training and Optimization Torrent

Torrent Contents Size: 512.9 MB

Advanced TensorFlow - Custom Training and Optimization

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102.4 B

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01. Custom Training Loops The Production Baseline

01. When Model.fit() Isn’t Enough.mp4

MP4

10.6 MB

01. When Model.fit() Isn’t Enough.srt

SRT

6.9 KB

02. Building the Complete GradientTape Loop.mp4

MP4

8.3 MB

02. Building the Complete GradientTape Loop.srt

SRT

5.9 KB

02. Optimization Controls Clipping and Schedules

01. Why Training Becomes Unstable.mp4

MP4

7.1 MB

01. Why Training Becomes Unstable.srt

SRT

5.6 KB

02. Implement Gradient Clipping and LR Schedules.mp4

MP4

12.1 MB

02. Implement Gradient Clipping and LR Schedules.srt

SRT

7.8 KB

03. Advanced Loop Techniques Mixed Precision and Nested Tape

01. Mixed Precision Mechanics That Matter.mp4

MP4

7.5 MB

01. Mixed Precision Mechanics That Matter.srt

SRT

5.2 KB

02. Nested GradientTape.mp4

MP4

5.7 MB

02. Nested GradientTape.srt

SRT

4.7 KB

03. Engineering Pattern Safe Mixed Precision and Nested Tape.mp4

MP4

18.1 MB

03. Engineering Pattern Safe Mixed Precision and Nested Tape.srt

SRT

10 KB

04. Custom Layers and Models Subclassing for Real Architectures

01. When to Subclass Layer and Model.mp4

MP4

7.6 MB

01. When to Subclass Layer and Model.srt

SRT

5.7 KB

02. Implement Custom Components.mp4

MP4

3.8 MB

02. Implement Custom Components.srt

SRT

3.5 KB

03. Production Readiness Tracking and Saving Subclassed Components.mp4

MP4

17.8 MB

03. Production Readiness Tracking and Saving Subclassed Components.srt

SRT

9.9 KB

04. Demo Plug Custom Components into Training Part One.mp4

MP4

26.5 MB

04. Demo Plug Custom Components into Training Part One.srt

SRT

12.4 KB

05. Custom Training Components Losses, Metrics, Optimizers, and train_step()

01. Designing Custom Losses and Metrics.mp4

MP4

13.7 MB

01. Designing Custom Losses and Metrics.srt

SRT

8.7 KB

02. Custom Optimizers and train_step().mp4

MP4

6.6 MB

02. Custom Optimizers and train_step().srt

SRT

6.1 KB

03. Validating Custom Components before You Trust Them.mp4

MP4

22.3 MB

03. Validating Custom Components before You Trust Them.srt

SRT

14.1 KB

04. Demo Specialized Training with train_step().mp4

MP4

42.9 MB

04. Demo Specialized Training with train_step().srt

SRT

16.3 KB

06. Distributed Training Strategies That Ship

01. Strategy Selection and Trade-offs.mp4

MP4

6.4 MB

01. Strategy Selection and Trade-offs.srt

SRT

4.6 KB

02. Correctness and Performance in Distributed Training.mp4

MP4

12.5 MB

02. Correctness and Performance in Distributed Training.srt

SRT

8.1 KB

03. Converting Code to Distributed Execution.mp4

MP4

3.3 MB

03. Converting Code to Distributed Execution.srt

SRT

2.5 KB

04. Demo Distributed Custom Loop Part One.mp4

MP4

30.2 MB

04. Demo Distributed Custom Loop Part One.srt

SRT

10.8 KB

05. Demo Distributed Custom Loop Part Two.mp4

MP4

26.7 MB

05. Demo Distributed Custom Loop Part Two.srt

SRT

8.2 KB

07. Architecture Spotlights GNNs, VAEs, GANs, RL, and scikit-learn Integration

01. Pattern Map for Advanced Workflows.mp4	MP4	5.2 MB
01. Pattern Map for Advanced Workflows.srt	SRT	3.1 KB
02. Architecture-driven Training Step Patterns.mp4	MP4	8 MB
02. Architecture-driven Training Step Patterns.srt	SRT	4.3 KB
03. Building GNN Layers and Models.mp4	MP4	3 MB
03. Building GNN Layers and Models.srt	SRT	1.8 KB
04. VAEs and GANs with Custom Loops.mp4	MP4	2.6 MB
04. VAEs and GANs with Custom Loops.srt	SRT	1.6 KB
05. Demo RL Loop and Scikit-learn Integration–Part One.mp4	MP4	34.1 MB
05. Demo RL Loop and Scikit-learn Integration–Part One.srt	SRT	10.8 KB
06. Demo RL Loop and Scikit-learn Integration–Part Two.mp4	MP4	47.9 MB
06. Demo RL Loop and Scikit-learn Integration–Part Two.srt	SRT	14.8 KB

05. Demo Plug Custom Components into Training Part Two.mp4

MP4

23.7 MB

05. Demo Plug Custom Components into Training Part Two.srt

SRT

9.7 KB

04. Demo Mixed Precision with Gradient Penalty.mp4

MP4

28.6 MB

04. Demo Mixed Precision with Gradient Penalty.srt

SRT

10.8 KB

03. Tuning and Validating Stabilizers in Production.mp4

MP4

15.1 MB

03. Tuning and Validating Stabilizers in Production.srt

SRT

8.5 KB

04. Demo Stabilize Training with Clipping and Schedule.mp4

MP4

31.3 MB

04. Demo Stabilize Training with Clipping and Schedule.srt

SRT

10.2 KB

03. Correctness Conditions of a Custom Training Step.mp4

MP4

5 MB

03. Correctness Conditions of a Custom Training Step.srt

SRT

3.6 KB

04. Demo Train a Small Network End-to-end.mp4

MP4

18.5 MB

04. Demo Train a Small Network End-to-end.srt

SRT

6.4 KB

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Advanced TensorFlow - Custom Training and Optimization

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