pixelbank dev - DEV Community

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

pixelbank dev

May 20

Logistic Regression — Deep Dive + Problem: Character-Level Tokenizer

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

May 19

Perplexity — Deep Dive + Problem: Batch Normalization Forward Pass

#llm #python #ai #tutorial

6 min read

pixelbank dev

May 18

Class Imbalance — Deep Dive + Problem: Normalize Image

#machinelearning #python #ai #tutorial

7 min read

pixelbank dev

May 17

Vectors and Vector Operations — Deep Dive + Problem: Bidirectional RNN Concatenation

#computervision #python #ai #tutorial

6 min read

pixelbank dev

May 16

Full Fine-tuning — Deep Dive + Problem: Merge Two Sorted Lists

#llm #python #ai #tutorial

6 min read

pixelbank dev

May 15

Optimizers — Deep Dive + Problem: Multi-Head Attention

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

May 14

Chain-of-Thought — Deep Dive + Problem: RNN Single Step Forward

#llm #python #ai #tutorial

6 min read

pixelbank dev

May 13

MLOps & Production — Deep Dive + Problem: Spiral Matrix

#machinelearning #python #ai #tutorial

7 min read

pixelbank dev

May 12

Camera Calibration — Deep Dive + Problem: Fast Haar-like Feature Computation using Integral Images

#computervision #python #ai #tutorial

6 min read

pixelbank dev

May 11

Hallucinations — Deep Dive + Problem: Non-overlapping Intervals

#llm #python #ai #tutorial

6 min read

pixelbank dev

May 10

SLAM — Deep Dive + Problem: Merge K Sorted Lists

#computervision #python #ai #tutorial

7 min read

pixelbank dev

May 9

Transfer Learning — Deep Dive + Problem: Softmax Cross-Entropy Gradient

#llm #python #ai #tutorial

7 min read

pixelbank dev

May 8

What are LLMs? — Deep Dive + Problem: Solve Linear System

#llm #python #ai #tutorial

6 min read

pixelbank dev

May 7

Bundle Adjustment — Deep Dive + Problem: Climbing Stairs

#computervision #python #ai #tutorial

6 min read

pixelbank dev

May 6

Feature Engineering — Deep Dive + Problem: Palindromic Substrings

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

May 5

Light Fields — Deep Dive + Problem: Set Matrix Zeroes

#computervision #python #ai #tutorial

7 min read

pixelbank dev

May 4

Sampling Methods — Deep Dive + Problem: Precision, Recall, and F1 Score

#programming #python #ai #tutorial

6 min read

pixelbank dev

May 3

HDR Imaging — Deep Dive + Problem: Bagging Aggregation

#computervision #python #ai #tutorial

7 min read

pixelbank dev

May 2

Zero-Shot Prompting — Deep Dive + Problem: Jump Game

#llm #python #ai #tutorial

7 min read

pixelbank dev

May 1

Human Evaluation — Deep Dive + Problem: Gram Matrix for Style

#llm #python #ai #tutorial

7 min read