pixelbank dev - DEV Community

pixelbank dev

Jul 22

Self-Attention Mechanism — Deep Dive + Problem: Register Forward Hook to Capture Activations

#llm #python #ai #tutorial

7 min read

pixelbank dev

Jul 21

Deep Depth Estimation — Deep Dive + Problem: RANSAC Line Fit

#computervision #python #ai #tutorial

6 min read

pixelbank dev

Jul 20

Benchmark Suites — Deep Dive + Problem: Can Place Flowers

#llm #python #ai #tutorial

7 min read

pixelbank dev

Jul 19

Matrix Decompositions — Deep Dive + Problem: Scaled Dot-Product Attention

#programming #python #ai #tutorial

6 min read

pixelbank dev

Jul 18

Practical SVM Usage — Deep Dive + Problem: Reinhard Global Tone Mapping

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Jul 17

Model Assumptions & Diagnostics — Deep Dive + Problem: Alpha Matte Compositing

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Jul 16

Knowledge Distillation — Deep Dive + Problem: Template Matching Score

#llm #python #ai #tutorial

6 min read

pixelbank dev

Jul 15

Bundle Adjustment — Deep Dive + Problem: RNN Single Step Forward

#computervision #python #ai #tutorial

6 min read

pixelbank dev

Jul 14

Classification Metrics — Deep Dive + Problem: Maximum Subarray

#machinelearning #python #ai #tutorial

7 min read

pixelbank dev

Jul 13

Eigenvalues and Eigenvectors — Deep Dive + Problem: Dictionary Merger

#computervision #python #ai #tutorial

6 min read

pixelbank dev

Jul 12

RANSAC — Deep Dive + Problem: Early Stopping Check

#computervision #python #ai #tutorial

6 min read

pixelbank dev

Jul 11

Perplexity — Deep Dive + Problem: Levenshtein Distance

#llm #python #ai #tutorial

6 min read

pixelbank dev

Jul 10

Bagging & Random Forests — Deep Dive + Problem: Create NumPy Array from List

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Jul 9

Full Fine-tuning — Deep Dive + Problem: Count and Say

#llm #python #ai #tutorial

6 min read

pixelbank dev

Jul 8

Embedding Models — Deep Dive + Problem: Maximum Depth of Binary Tree

#llm #python #ai #tutorial

6 min read

pixelbank dev

Jul 7

Naive Bayes — Deep Dive + Problem: Binary Image Erosion

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Jul 6

Bias-Variance Tradeoff — Deep Dive + Problem: Basic Array Indexing

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Jul 5

Statistical Estimation — Deep Dive + Problem: Longest Consecutive Sequence

#programming #python #ai #tutorial

6 min read

pixelbank dev

Jul 4

Regression Metrics — Deep Dive + Problem: Best Time to Buy and Sell Stock

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Jul 3

Positional Encodings — Deep Dive + Problem: Binary Cross-Entropy Loss

#llm #python #ai #tutorial

6 min read

pixelbank dev

Jul 2

Hierarchical Clustering — Deep Dive + Problem: Longest Common Subsequence

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Jul 1

Residual Connections — Deep Dive + Problem: Perspective Projection with Intrinsics

#llm #python #ai #tutorial

6 min read

pixelbank dev

Jun 30

ML Pipeline — Deep Dive + Problem: Differentiable Renderer Forward

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Jun 29

History of Language Models — Deep Dive + Problem: Binary Vectorizer

#llm #python #ai #tutorial

6 min read

pixelbank dev

Jun 28

Linear Regression and Least Squares — Deep Dive + Problem: Three Sum

#computervision #python #ai #tutorial

6 min read

pixelbank dev

Jun 27

Video Stabilization — Deep Dive + Problem: Softmax Function

#computervision #python #ai #tutorial

6 min read

pixelbank dev

Jun 26

Bayesian Inference — Deep Dive + Problem: Multi-Head Attention

#programming #python #ai #tutorial

6 min read

pixelbank dev

Jun 25

No Free Lunch Theorem — Deep Dive + Problem: Moving Average from Data Stream

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Jun 24

Neural Network Fundamentals — Deep Dive + Problem: Procrustes Analysis

#computervision #python #ai #tutorial

6 min read

pixelbank dev

Jun 23

Simple Linear Regression — Deep Dive + Problem: Light Field Refocusing

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Jun 22

Full Transformer Block — Deep Dive + Problem: Mathematical Functions

#llm #python #ai #tutorial

6 min read

pixelbank dev

Jun 21

Semantic Segmentation — Deep Dive + Problem: Path Sum

#computervision #python #ai #tutorial

6 min read

pixelbank dev

Jun 20

Quantization — Deep Dive + Problem: Product of Array Except Self

#llm #python #ai #tutorial

7 min read

pixelbank dev

Jun 19

What is ML? — Deep Dive + Problem: Temperature Sampler

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Jun 18

Bias in LLMs — Deep Dive + Problem: Find Minimum in Rotated Sorted Array

#llm #python #ai #tutorial

6 min read

pixelbank dev

Jun 17

Image Matting — Deep Dive + Problem: Compose Transformations

#computervision #python #ai #tutorial

6 min read

pixelbank dev

Jun 16

MLOps & Production — Deep Dive + Problem: Gradient Descent for Linear Regression

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Jun 15

Splitting Criteria — Deep Dive + Problem: Set Matrix Zeroes

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Jun 14

Multimodal Applications — Deep Dive + Problem: Build Identity Matrix

#llm #python #ai #tutorial

6 min read

pixelbank dev

Jun 13

Backpropagation — Deep Dive + Problem: Transpose Array

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Jun 12

ReAct Pattern — Deep Dive + Problem: Same Tree

#llm #python #ai #tutorial

6 min read

pixelbank dev

Jun 10

Support Vector Regression — Deep Dive + Problem: RANSAC Line Fitting

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Jun 9

Policy Gradients — Deep Dive + Problem: Histogram Comparison

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Jun 8

Agent Frameworks — Deep Dive + Problem: Construct Binary Tree from Preorder and Inorder

#llm #python #ai #tutorial

6 min read

pixelbank dev

Jun 7

CLIP & Contrastive Learning — Deep Dive + Problem: Nested Data Extractor

#llm #python #ai #tutorial

7 min read

pixelbank dev

Jun 6

Human Preference Data — Deep Dive + Problem: Separable Filter Optimization

#llm #python #ai #tutorial

6 min read

pixelbank dev

Jun 5

Attention & Transformers — Deep Dive + Problem: Binary Tree Level Order Traversal

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Jun 4

Hypothesis Testing — Deep Dive + Problem: Create a DataLoader

#programming #python #ai #tutorial

6 min read

pixelbank dev

Jun 3

DBSCAN — Deep Dive + Problem: Same Tree

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Jun 2

Binary Classification — Deep Dive + Problem: Per-Layer Learning Rates

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Jun 1

Knowledge Distillation — Deep Dive + Problem: Roman to Integer

#llm #python #ai #tutorial

7 min read

pixelbank dev

May 31

Stacking — Deep Dive + Problem: Depthwise Separable Convolution

#machinelearning #python #ai #tutorial

7 min read

pixelbank dev

May 30

Statistical Estimation — Deep Dive + Problem: Implement Max Pooling with Indices

#programming #python #ai #tutorial

6 min read

pixelbank dev

May 29

Epipolar Geometry — Deep Dive + Problem: Template Matching Score

#computervision #python #ai #tutorial

6 min read

pixelbank dev

May 28

Positional Encodings — Deep Dive + Problem: Invert Binary Tree

#llm #python #ai #tutorial

6 min read

pixelbank dev

May 27

Multi-Head Attention — Deep Dive + Problem: Flood Fill

#llm #python #ai #tutorial

6 min read

pixelbank dev

May 26

Panorama Stitching — Deep Dive + Problem: Embedding Lookup

#computervision #python #ai #tutorial

6 min read

pixelbank dev

May 25

Applications of LLMs — Deep Dive + Problem: Information Gain

#llm #python #ai #tutorial

6 min read

pixelbank dev

May 22

Residual Connections — Deep Dive + Problem: Keyword Classifier

#llm #python #ai #tutorial

7 min read

pixelbank dev

May 21

Kernel Trick — Deep Dive + Problem: Initialize Special Tensors

#machinelearning #python #ai #tutorial

6 min read