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Machine Learning

How To See All The Labels In X_Train?

Use `np.unique(y_train)` to view all labels in `y_train` Use `set(y_train)` to view unique labels if `y_train` is a list Use `print(y_train.shape)` to check the label array...

How To Learn ML?

Learn Python basics Learn math fundamentals: linear algebra, calculus, probability, statistics Learn data handling with NumPy, pandas, and Matplotlib Learn core ML concepts: supervised, unsupervised, and reinforcement...

How To Learn ML?

Learn Python basics Learn math fundamentals: linear algebra, calculus, probability, statistics Learn data handling with NumPy, Pandas, and Matplotlib Learn core ML concepts: supervised learning, unsupervised learning,...

How To Learn Machine Learning?

Learn Python Learn basic math Learn statistics Learn data handling Learn data visualization Study machine learning fundamentals Learn supervised learning Learn unsupervised learning Learn model evaluation Learn feature engineering Learn common algorithms Practice with small...

How To Bulid A Project On Colab Using EfficientNet?

Open Google Colab and create a new notebook Set the runtime to GPU Mount Google Drive if you want to save data or models Install required libraries Import...

How To Improve Classifier Head CNN Accuracy?

Increase the classifier head depth Add Batch Normalization between dense layers Use Dropout in the classifier head Increase the number of units in dense layers Use Global Average...

How To Choose Number Of Cross Validation Folds?

Use 5 folds as a strong default for most datasets Use 10 folds when you want a slightly more stable estimate and can afford more...

How To Maximize Efficiency On Google Colab And EfficientNetB3?

Use GPU runtime: `Runtime > Change runtime type > GPU` Verify GPU availability: `!nvidia-smi` Use mixed precision: `tf.keras.mixed_precision.set_global_policy("mixed_float16")` Reduce input image size when possible Use `tf.data` pipelines instead...

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