pixelbank dev - DEV Community

pixelbank dev

Sep 24

RANSAC (Random Sample Consensus) — Deep Dive + Problem: Confusion Matrix

#computervision #python #ai #tutorial

7 min read

pixelbank dev

Sep 23

Optimizers — Deep Dive + Problem: Jump Game

#machinelearning #python #ai #tutorial

7 min read

pixelbank dev

Sep 22

Hypothesis Testing — Deep Dive + Problem: Word Break

#programming #python #ai #tutorial

7 min read

pixelbank dev

Sep 21

Matrices and Transformations — Deep Dive + Problem: Sobel Edge Detection

#computervision #python #ai #tutorial

7 min read

pixelbank dev

Sep 20

3D to 2D Projections — Deep Dive + Problem: Transformer Block Forward Pass

#computervision #python #ai #tutorial

7 min read

pixelbank dev

Sep 19

Bayesian Inference — Deep Dive + Problem: Edit Distance

#programming #python #ai #tutorial

7 min read

pixelbank dev

Sep 18

Transformers — Deep Dive + Problem: Triton LeakyReLU Kernel

#machinelearning #python #ai #tutorial

7 min read

pixelbank dev

Sep 17

Generative Adversarial Networks — Deep Dive + Problem: Matrix Multiplication and Element-wise Operations

#machinelearning #python #ai #tutorial

7 min read

pixelbank dev

Sep 16

Types of Learning — Deep Dive + Problem: Same Tree

#machinelearning #python #ai #tutorial

7 min read

pixelbank dev

Sep 15

Word Embeddings — Deep Dive + Problem: Course Schedule

#llm #python #ai #tutorial

7 min read

pixelbank dev

Sep 14

Constitutional AI — Deep Dive + Problem: Merge K Sorted Lists

#llm #python #ai #tutorial

7 min read

pixelbank dev

Sep 13

Stacking — Deep Dive + Problem: Depth-Based View Synthesis

#machinelearning #python #ai #tutorial

8 min read

pixelbank dev

Sep 12

Support Vector Regression — Deep Dive + Problem: Batch Normalization Forward Pass

#machinelearning #python #ai #tutorial

8 min read

pixelbank dev

Sep 11

Human Evaluation — Deep Dive + Problem: Solve Linear System

#llm #python #ai #tutorial

8 min read

pixelbank dev

Sep 10

Learning Curves — Deep Dive + Problem: ROC Curve Points

#machinelearning #python #ai #tutorial

7 min read

pixelbank dev

Sep 9

Multi-Head Attention — Deep Dive + Problem: Wildlife Species Identification System

#llm #python #ai #tutorial

8 min read

pixelbank dev

Sep 8

Binary Classification — Deep Dive + Problem: Triton Fused Multiply-Add Kernel

#machinelearning #python #ai #tutorial

8 min read

pixelbank dev

Sep 7

Hyperparameter Tuning — Deep Dive + Problem: Flood Fill

#machinelearning #python #ai #tutorial

8 min read

pixelbank dev

Sep 6

Training Infrastructure — Deep Dive + Problem: Numerical Gradient

#llm #python #ai #tutorial

7 min read

pixelbank dev

Sep 5

Knowledge Distillation — Deep Dive + Problem: Array-to-Array Operations

#llm #python #ai #tutorial

8 min read

pixelbank dev

Sep 4

Eigenvalues & PCA — Deep Dive + Problem: CUDA Vector Addition Kernel

#programming #python #ai #tutorial

8 min read

pixelbank dev

Sep 3

View Interpolation — Deep Dive + Problem: Image-like Reshaping

#computervision #python #ai #tutorial

7 min read

pixelbank dev

Sep 2

DPO — Deep Dive + Problem: Low-Pass Filter (Frequency)

#llm #python #ai #tutorial

7 min read

pixelbank dev

Sep 1

Tool Use & Function Calling — Deep Dive + Problem: Real-Time Pricing Engine

#llm #python #ai #tutorial

8 min read

pixelbank dev

Aug 31

3D Scanning — Deep Dive + Problem: Top K Frequent Words

#computervision #python #ai #tutorial

8 min read

pixelbank dev

Aug 30

Gradient Boosting — Deep Dive + Problem: Binary Vectorizer

#machinelearning #python #ai #tutorial

8 min read

pixelbank dev

Aug 29

Feature Importance — Deep Dive + Problem: Keyword Answer Extractor

#machinelearning #python #ai #tutorial

8 min read

pixelbank dev

Aug 28

Face Recognition — Deep Dive + Problem: Cylindrical Projection for Panoramas

#computervision #python #ai #tutorial

8 min read

pixelbank dev

Aug 27

Guardrails — Deep Dive + Problem: Logistic Regression Prediction

#llm #python #ai #tutorial

8 min read

pixelbank dev

Aug 26

Practical SVM Usage — Deep Dive + Problem: Graph Valid Tree

#machinelearning #python #ai #tutorial

8 min read

pixelbank dev

Aug 25

Epipolar Geometry — Deep Dive + Problem: Implement Queue using Stacks

#computervision #python #ai #tutorial

8 min read

pixelbank dev

Aug 24

Benchmark Suites — Deep Dive + Problem: Merge Intervals

#llm #python #ai #tutorial

8 min read

pixelbank dev

Aug 23

Image Matting — Deep Dive + Problem: Word Analogy Solver

#computervision #python #ai #tutorial

8 min read

pixelbank dev

Aug 22

Agent Frameworks — Deep Dive + Problem: Intersection over Union (IoU) for Tracking

#llm #python #ai #tutorial

8 min read

pixelbank dev

Aug 21

Key Architectures — Deep Dive + Problem: Reverse Bits

#llm #python #ai #tutorial

8 min read

pixelbank dev

Aug 20

Kernel Trick — Deep Dive + Problem: Triton Masked Copy Kernel

#machinelearning #python #ai #tutorial

8 min read

pixelbank dev

Aug 19

ReAct Pattern — Deep Dive + Problem: Unique and Count

#llm #python #ai #tutorial

8 min read

pixelbank dev

Aug 18

What are LLMs? — Deep Dive + Problem: Dictionary Merger

#llm #python #ai #tutorial

8 min read

pixelbank dev

Aug 16

Vector Databases — Deep Dive + Problem: Create a DataLoader

#llm #python #ai #tutorial

7 min read

pixelbank dev

Aug 15

Naive Bayes — Deep Dive + Problem: Concatenate Arrays

#machinelearning #python #ai #tutorial

6 min read

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