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Tensors for Data Scientists


Tensors for Data Scientists
372.8 MB | 1min 48s | mp4 | 1920X1080 | 16:9

Files Included :

FileName :1 – Introduction.mp4 | Size: (12.33 MB)
FileName :2 – Scalars, Vectors, Matrices, and Tensors.mp4 | Size: (9.54 MB)
FileName :3 – Tensor Rank and Shape.mp4 | Size: (15.11 MB)
FileName :5 – Real Life Analogy – The Library.mp4 | Size: (13.85 MB)
FileName :6 – Why Tensors Matter in Deep Learning.mp4 | Size: (5.25 MB)
FileName :8 – Tensor Operations – Addition, Multiplication, Reshaping, Slicing, Broadcasting.mp4 | Size: (3.52 MB)
FileName :9 – Visualizing Tensors in CNNs.mp4 | Size: (11.64 MB)
FileName :11 – Tensors in Transformers.mp4 | Size: (13.78 MB)
FileName :13 – Introduction.mp4 | Size: (7.9 MB)
FileName :14 – The Neuron – The Basic Unit.mp4 | Size: (4.29 MB)
FileName :15 – Layers of Neurons – Matrix Multiplication.mp4 | Size: (3.98 MB)
FileName :17 – Activation Functions – Introducing Non-Linearity.mp4 | Size: (12.6 MB)
FileName :19 – End-to-End Tensor Flow Through a Network.mp4 | Size: (17.72 MB)
FileName :20 – Where Shapes Change.mp4 | Size: (3.74 MB)
FileName :21 – Summary – The Neuron and Layers.mp4 | Size: (6.02 MB)
FileName :23 – Introduction.mp4 | Size: (9.89 MB)
FileName :24 – Step 1 – Turning a Dataset into Tensors.mp4 | Size: (3.98 MB)
FileName :25 – Step 2 – Build the Model Structure.mp4 | Size: (2.15 MB)
FileName :27 – Step 3 – Forward Pass.mp4 | Size: (7.01 MB)
FileName :28 – Step 4 – Loss Function.mp4 | Size: (6.68 MB)
FileName :30 – Step 5 – Backpropagation (Intuitive).mp4 | Size: (2.65 MB)
FileName :31 – Summary – The Entire Network in Action.mp4 | Size: (1.22 MB)
FileName :33 – Introduction.mp4 | Size: (9.58 MB)
FileName :34 – What Is a Tensor (Concept).mp4 | Size: (1.61 MB)
FileName :35 – Tensor Rank vs Tensor Shape.mp4 | Size: (2.84 MB)
FileName :37 – Tensor Rank Examples.mp4 | Size: (6.85 MB)
FileName :38 – Common Tensor Shapes in Deep Learning.mp4 | Size: (3.54 MB)
FileName :39 – Why Batch Dimension Is Always First.mp4 | Size: (2.35 MB)
FileName :41 – Reshaping Tensors – Intuition.mp4 | Size: (2 MB)
FileName :42 – Broadcasting – Automatic Alignment of Shapes.mp4 | Size: (1.97 MB)
FileName :44 – Python Mini-Demo – Checking Rank and Shape.mp4 | Size: (5.07 MB)
FileName :45 – Why Understanding Tensors Matters.mp4 | Size: (1.7 MB)
FileName :46 – Summary.mp4 | Size: (6.09 MB)
FileName :48 – Introduction.mp4 | Size: (6.37 MB)
FileName :49 – What Are Tensor Operations.mp4 | Size: (3.78 MB)
FileName :50 – Tensor Addition (Element-Wise).mp4 | Size: (5.56 MB)
FileName :51 – Tensor Multiplication – Two Types.mp4 | Size: (12.97 MB)
FileName :53 – Broadcasting – Magic That Simplifies Operations.mp4 | Size: (6.36 MB)
FileName :54 – Dot Product – Special Form of Multiplication.mp4 | Size: (2.86 MB)
FileName :55 – Batched Tensor Operations.mp4 | Size: (2 MB)
FileName :57 – How These Operations Form a Neural Network.mp4 | Size: (2.71 MB)
FileName :58 – Python Demos – NumPy, PyTorch, TensorFlow.mp4 | Size: (7.18 MB)
FileName :59 – Why Mastering Tensor Operations Matters.mp4 | Size: (3.47 MB)
FileName :60 – Summary.mp4 | Size: (7.31 MB)
FileName :62 – Introduction.mp4 | Size: (7.38 MB)
FileName :63 – What Does Array Comparison Mean.mp4 | Size: (2.68 MB)
FileName :64 – Boolean Masking – The Core Power.mp4 | Size: (2.77 MB)
FileName :66 – Array Comparison Broadcasting.mp4 | Size: (6.93 MB)
FileName :67 – Common Comparison Operators.mp4 | Size: (1.93 MB)
FileName :69 – Linking NumPy Comparisons to Deep Learning.mp4 | Size: (3.68 MB)
FileName :70 – Python Demo – Basic Comparison & Masking.mp4 | Size: (3.09 MB)
FileName :71 – Broadcasted Comparison Example.mp4 | Size: (5.21 MB)
FileName :72 – Deep Learning Analogy – Attention Masking.mp4 | Size: (6.16 MB)
FileName :73 – Combining NumPy Comparisons for Complex Filters.mp4 | Size: (2.57 MB)
FileName :74 – Summary.mp4 | Size: (6.52 MB)
FileName :76 – Introduction.mp4 | Size: (7.37 MB)
FileName :77 – CPU vs GPU – The Fundamental Difference.mp4 | Size: (2.17 MB)
FileName :78 – Why Tensors Fit Perfectly on GPUs.mp4 | Size: (2.85 MB)
FileName :81 – Why Matrix Multiplication Is GPU-Friendly.mp4 | Size: (4.03 MB)
FileName :82 – Batch Size & GPU Utilization.mp4 | Size: (1.63 MB)
FileName :84 – CPU ↔ GPU Memory Transfer.mp4 | Size: (2.66 MB)
FileName :85 – GPU Operations in PyTorch.mp4 | Size: (4.78 MB)
FileName :86 – GPU Operations in TensorFlow.mp4 | Size: (6.78 MB)
FileName :87 – Why GPU Acceleration Transformed AI.mp4 | Size: (1.92 MB)
FileName :88 – Summary.mp4 | Size: (7.52 MB)

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