pixelbank dev - DEV Community

pixelbank dev

May 1

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

#llm #python #ai #tutorial

7 min read

pixelbank dev

Apr 30

Neural Network Fundamentals — Deep Dive + Problem: Vector Magnitude

#computervision #python #ai #tutorial

6 min read

pixelbank dev

Apr 29

LoRA & QLoRA — Deep Dive + Problem: Create TensorDataset

#llm #python #ai #tutorial

7 min read

pixelbank dev

Apr 28

Pooling — Deep Dive + Problem: Reinhard Global Tone Mapping

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Apr 27

Toxicity & Content Safety — Deep Dive + Problem: Depth-Based View Synthesis

#llm #python #ai #tutorial

7 min read

pixelbank dev

Apr 26

Information Theory — Deep Dive + Problem: Coin Change

#programming #python #ai #tutorial

6 min read

pixelbank dev

Apr 25

Training Infrastructure — Deep Dive + Problem: NeRF Ray Sampling

#llm #python #ai #tutorial

6 min read

pixelbank dev

Apr 24

Layer Normalization — Deep Dive + Problem: Largest Connected Region

#llm #python #ai #tutorial

6 min read

pixelbank dev

Apr 23

Serving Infrastructure — Deep Dive + Problem: Softmax Function

#llm #python #ai #tutorial

6 min read

pixelbank dev

Apr 22

No Free Lunch Theorem — Deep Dive + Problem: Reverse Bits

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Apr 21

Probability & Statistics — Deep Dive + Problem: Connected Components Labeling

#programming #python #ai #tutorial

6 min read

pixelbank dev

Apr 20

Few-Shot Prompting — Deep Dive + Problem: Minimum Window Substring

#llm #python #ai #tutorial

7 min read

pixelbank dev

Apr 19

Practical SVM Usage — Deep Dive + Problem: Majority Element

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Apr 18

Constitutional AI — Deep Dive + Problem: Find Peak Element

#llm #python #ai #tutorial

7 min read

pixelbank dev

Apr 17

Multiple Regression — Deep Dive + Problem: Group Anagrams

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Apr 16

Policy Gradients — Deep Dive + Problem: Valid Parentheses

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Apr 15

3D Scanning — Deep Dive + Problem: Logistic Regression Prediction

#computervision #python #ai #tutorial

6 min read

pixelbank dev

Apr 14

Logistic Regression — Deep Dive + Problem: Symmetric Tree

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Apr 13

Transformers — Deep Dive + Problem: Pacific Atlantic Water Flow

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Apr 12

Perplexity — Deep Dive + Problem: Coin Change

#llm #python #ai #tutorial

7 min read

pixelbank dev

Apr 11

Regression Metrics — Deep Dive + Problem: Binary Tree Level Order Traversal

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Apr 10

BLEU & ROUGE — Deep Dive + Problem: Simple BRIEF Descriptor

#llm #python #ai #tutorial

7 min read

pixelbank dev

Apr 9

Cross-Validation — Deep Dive + Problem: Decorator Implementation

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Apr 8

Word Embeddings — Deep Dive + Problem: Information Gain

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Apr 7

Backpropagation — Deep Dive + Problem: Merge Similar Pixels

#computervision #python #ai #tutorial

6 min read

pixelbank dev

Apr 6

Object Detection — Deep Dive + Problem: K-Fold Cross-Validation Indices

#computervision #python #ai #tutorial

6 min read

pixelbank dev

Apr 5

Memory & Context — Deep Dive + Problem: Dot Product

#llm #python #ai #tutorial

1

7 min read

pixelbank dev

Apr 4

Types of Learning — Deep Dive + Problem: Image-like Reshaping

#machinelearning #python #ai #tutorial

7 min read

pixelbank dev

Apr 3

Guardrails — Deep Dive + Problem: Dictionary Merger

#llm #python #ai #tutorial

6 min read

pixelbank dev

Apr 2

Autoencoders — Deep Dive + Problem: Frequency Component Energy

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Apr 1

Tree Visualization & Interpretation — Deep Dive + Problem: Transpose Array

#machinelearning #python #ai #tutorial

7 min read

pixelbank dev

Mar 31

Multiclass Classification — Deep Dive + Problem: Context Window Finder

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Mar 30

Quantization — Deep Dive + Problem: Smallest Window Containing All Features

#llm #python #ai #tutorial

7 min read

pixelbank dev

Mar 29

Frame Interpolation — Deep Dive + Problem: Keyword Classifier

#computervision #python #ai #tutorial

6 min read

pixelbank dev

Mar 28

Model Assumptions & Diagnostics — Deep Dive + Problem: Rolling Shutter Correction

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Mar 27

Causal vs Masked LM — Deep Dive + Problem: Array Properties

#llm #python #ai #tutorial

6 min read

pixelbank dev

Mar 26

Transfer Learning — Deep Dive + Problem: Higher-Order Functions

#llm #python #ai #tutorial

7 min read

pixelbank dev

Mar 25

Neural 3D Representations — Deep Dive + Problem: Rotate Image

#computervision #python #ai #tutorial

7 min read

pixelbank dev

Mar 24

Toxicity & Content Safety — Deep Dive + Problem: Low-Pass Filter (Frequency)

#llm #python #ai #tutorial

6 min read

pixelbank dev

Mar 13

Boosting — Deep Dive + Problem: Clone Graph

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Mar 12

CLIP & Contrastive Learning — Deep Dive + Problem: Bilinear Flow Warping

#llm #python #ai #tutorial

6 min read

pixelbank dev

Mar 11

Color and the Digital Camera — Deep Dive + Problem: Softmax Function

#computervision #python #ai #tutorial

6 min read

pixelbank dev

Mar 10

Byte Pair Encoding (BPE) — Deep Dive + Problem: KL Divergence

#llm #python #ai #tutorial

6 min read

pixelbank dev

Mar 9

Full Transformer Block — Deep Dive + Problem: VAE Reparameterization Trick

#llm #python #ai #tutorial

1

6 min read

pixelbank dev

Mar 8

Eigenvalues & PCA — Deep Dive + Problem: Longest Substring Without Repeating Characters

#programming #python #ai #tutorial

6 min read

pixelbank dev

Mar 7

Positional Encodings — Deep Dive + Problem: Box Blur

#llm #python #ai #tutorial

6 min read

pixelbank dev

Mar 6

Deep Depth Estimation — Deep Dive + Problem: 2D Image Convolution

#computervision #python #ai #tutorial

6 min read

pixelbank dev

Mar 5

Vectors & Vector Operations — Deep Dive + Problem: 2D Translation Matrix

#programming #python #ai #tutorial

6 min read

pixelbank dev

Mar 4

Applications of LLMs — Deep Dive + Problem: TF-IDF Score

#llm #python #ai #tutorial

5 min read

pixelbank dev

Mar 3

Information Theory — Deep Dive + Problem: Epipolar Line Visualization

#programming #python #ai #tutorial

7 min read

pixelbank dev

Mar 3

Calculus for Optimization — Deep Dive + Problem: Activation Functions

#computervision #python #ai #tutorial

1

6 min read

pixelbank dev

Mar 2

Soft Margin SVM — Deep Dive + Problem: Implement Prewitt Edge Detector

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Mar 1

Advanced RAG — Deep Dive + Problem: Real-Time Language Translation Service

#llm #python #ai #tutorial

7 min read

pixelbank dev

Feb 28

Full Transformer Block — Deep Dive + Problem: List Operations

#llm #python #ai #tutorial

1

6 min read

pixelbank dev

Feb 28

Image Matting — Deep Dive + Problem: Basic Indexing

#computervision #python #ai #tutorial

1

7 min read

pixelbank dev

Feb 27

Vector Databases — Deep Dive + Problem: Triangulation of 3D Points

#llm #python #ai #tutorial

6 min read

pixelbank dev

Feb 26

Pooling — Deep Dive + Problem: Multi-Scale Feature Pyramid

#machinelearning #python #ai #tutorial

7 min read

pixelbank dev

Feb 25

Optimizers — Deep Dive + Problem: Padding for Same Convolution

#machinelearning #python #ai #tutorial

6 min read

pixelbank dev

Feb 24

Object Detection — Deep Dive + Problem: Compute Depth Map from Disparity

#computervision #python #ai #tutorial

2

6 min read