pixelbank dev - DEV Community

pixelbank dev

Aug 14

Probability Fundamentals — Deep Dive + Problem: Find Median from Data Stream

#programming #python #ai #tutorial

6 min read

pixelbank dev

Aug 13

CLIP & Contrastive Learning — Deep Dive + Problem: House Robber

#llm #python #ai #tutorial

7 min read

pixelbank dev

Aug 12

SLAM — Deep Dive + Problem: Dot Product of Two Sparse Vectors

#computervision #python #ai #tutorial

7 min read

pixelbank dev

Aug 11

BLEU & ROUGE — Deep Dive + Problem: Cosine Similarity Calculator

#llm #python #ai #tutorial

6 min read

pixelbank dev

Aug 10

Vision-Language Models — Deep Dive + Problem: Polynomial Regression Error

#llm #python #ai #tutorial

6 min read

pixelbank dev

Aug 9

Text Processing — Deep Dive + Problem: Per-Layer Learning Rates

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Aug 8

HDR Imaging — Deep Dive + Problem: Array Properties

#computervision #python #ai #tutorial

6 min read

pixelbank dev

Aug 7

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

#computervision #python #ai #tutorial

7 min read

pixelbank dev

Aug 6

Attention & Transformers — Deep Dive + Problem: Two Sum

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Aug 5

Splitting Criteria — Deep Dive + Problem: Missing Number

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Aug 4

Total Variation and Regularization — Deep Dive + Problem: Remove Nth Node From End of List

#computervision #python #ai #tutorial

6 min read

pixelbank dev

Aug 3

Frame Interpolation — Deep Dive + Problem: Multiple Linear Regression (Normal Equation)

#computervision #python #ai #tutorial

6 min read

pixelbank dev

Aug 2

Data in ML — Deep Dive + Problem: Numerical Gradient

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Aug 1

Calculus for Optimization — Deep Dive + Problem: Image-like Reshaping

#computervision #python #ai #tutorial

7 min read

pixelbank dev

Jul 31

RAG Pipelines — Deep Dive + Problem: Bootstrap Sample

#llm #python #ai #tutorial

6 min read

pixelbank dev

Jul 30

Multi-View Stereo — Deep Dive + Problem: Sort Colors

#computervision #python #ai #tutorial

6 min read

pixelbank dev

Jul 29

Inference Optimization — Deep Dive + Problem: Movie Recommendation Engine

#llm #python #ai #tutorial

6 min read

pixelbank dev

Jul 28

Light Fields — Deep Dive + Problem: Majority Element

#computervision #python #ai #tutorial

6 min read

pixelbank dev

Jul 27

Learning Curves — Deep Dive + Problem: Sigmoid Gradient

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Jul 26

Instruction Tuning — Deep Dive + Problem: Climbing Stairs

#llm #python #ai #tutorial

6 min read

pixelbank dev

Jul 25

Matrices and Transformations — Deep Dive + Problem: Momentum Update Step

#computervision #python #ai #tutorial

6 min read

pixelbank dev

Jul 24

Linear SVM & Maximum Margin — Deep Dive + Problem: Mean Intersection over Union (mIoU)

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Jul 23

Convolutions & CNNs — Deep Dive + Problem: House Robber II

#machinelearning #python #ai #tutorial

7 min read

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