pixelbank dev - DEV Community

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

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