Vansh

🐍 Learning ML one bug at a time
🎓 (AI/ML) @ GEU + BS DS @ IIT MADRAS
🌱 Building, breaking, figuring out
♟️ Chess | 🏎️ F1 | always debugging

[Vansh @Vnsh_07]

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[Vansh @Vnsh_07]

Completed my PyTorch learning journey and pushed everything to GitHub.
There's still plenty to explore, but consistency beats intensity
Looking forward to building more deep learning projects.

GitHub: https://t.co/Wr1hlvsgGl

[Vansh @Vnsh_07]

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[Vansh @Vnsh_07]

Day 37/∞ — Learning AI until I get hired
1.Creating training and testing loop functions
2. Plotting model 0 loss curves
3. Overfitting and underfitting
4. Plotting model 1 loss curves

[Vansh @Vnsh_07]

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[Vansh @Vnsh_07]

Day 36/∞ — Learning AI until I get hired
1. Writing a custom dataset class from scratch
2. Turning custom datasets into DataLoaders
3. Data augmentation
4. Building a baseline model
5. Getting a summary of our model with torchinfo

[Vansh @Vnsh_07]

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[Vansh @Vnsh_07]

Day 35/∞ — Learning AI until I get hired
1.Joint distributions: discrete and continuous
2.Jointly continuous random variables
3.Marginal densities

[Vansh @Vnsh_07]

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[Vansh @Vnsh_07]

Day 34/∞ — Learning AI until I get hired
1.Functions of a continuous random variable
2.Expectations of continuous random variable

1.Turing our data into tensors
2.Creating image DataLoaders
3.Creating a custom dataset class (overview)

[Vansh @Vnsh_07]

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[Vansh @Vnsh_07]

I'm in a regular college, and it's hard to stay consistent since my classes run from 8 AM to 6 PM. I'm doing my best to make the most of Saturdays and Sundays for studying.

[Vansh @Vnsh_07]

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[Vansh @Vnsh_07]

Day 33/∞ — Learning AI until I get hired
There was a Quiz 1 for Statstic

->Pytorch
1.Introduction to custom datasets
2.Downloading a custom dataset of pizza, steak and sushi images
3.Becoming one with the data

[Vansh @Vnsh_07]

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[Vansh @Vnsh_07]

Day 32/∞ — Learning AI until I get hired
Practicing Statistics for my exam next week.
->Pytorch
1. Making predictions on random test samples
2. Plotting our best model predictions
3. Evaluating model predictions with a confusion matrix

[Vansh @Vnsh_07]

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[Vansh @Vnsh_07]

Day 31/∞ — Learning AI until I get hired
->Pytorch
1. Coding a CNN 1
2. Breaking down nn.Conv2d/nn.MaxPool2d
3. Training our first CNN

[Vansh @Vnsh_07]

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[Vansh @Vnsh_07]

Day 30/∞ — Learning AI until I get hired
Ain't studied much today, just did some LeetCode and solved a few statistics questions.