TildAlice - DEV Community

TildAlice

Feb 24

Docker vs Poetry vs uv: 3 Setup Patterns That Actually Scale

#uv #poetry #docker #python

1 min read

TildAlice

Feb 24

Ruff vs Black vs Flake8: 1000-File Accuracy Benchmark

#ruff #flake8 #black #python

1 min read

TildAlice

Feb 24

Feature Stores Are Overengineered: When SQL Is Enough

#mlops #featurestore #sql #modelserving

1 min read

TildAlice

Feb 23

Alpha Vantage to yfinance Migration: 3 Breaking Changes

#yfinance #alphavantage #portfoliomanagement #quantitativefinance

1 min read

TildAlice

Feb 23

Backtrader vs QuantConnect vs Zipline: Setup Speed Test

#backtrader #algorithmictrading #quantconnect #zipline

1 min read

TildAlice

Feb 23

Gymnasium vs Stable Baselines3 vs RLlib: API Complexity

#reinforcementlearnin #gymnasium #stablebaselines3 #rllib

1 min read

TildAlice

Feb 22

FFT Shows No Peaks: 4 Sensor Setup Mistakes That Kill Spectra

#fft #vibrationanalysis #sensorsetup #cbm

1 min read

TildAlice

Feb 22

TorchAO vs ONNX Runtime: 8-bit Quantization Benchmark

#quantization #llminference #pytorch #onnx

1 min read

TildAlice

Feb 22

LangChain vs LlamaIndex: RAG Latency on 10K Documents

#langchain #llamaindex #rag #vectorsearch

1 min read

TildAlice

Feb 21

Segment Tree Off-by-One: 5 Bugs That Break Range Queries

#segmenttree #datastructures #rangequeries #codinginterview

1 min read

TildAlice

Feb 21

tracemalloc vs memray vs Py-Spy: Profiler Overhead Cost

#python #profiling #memoryoptimization #debugging

1 min read

TildAlice

Feb 21

Virtual Environments Broke My First Django App: Skip Them

#python #virtualenvironments #beginnertips #pythonsetup

1 min read

TildAlice

Feb 20

ViT vs CNN vs Hybrid: Latency & Accuracy on 5K Images

#visiontransformer #cnn #convnext #computervision

1 min read

TildAlice

Feb 20

DQN vs PPO vs SAC: MuJoCo Training Speed Benchmarks

#dqn #ppo #sac #mujoco

1 min read

TildAlice

Feb 20

Git Rebase vs Merge: 3 Cases Where Merge Commits Win

#git #versioncontrol #devops #codereview

1 min read

TildAlice

Feb 19

Python Sorting Benchmarks: Which Algorithm Wins?

#sortingalgorithms #python #codinginterview #algorithmbenchmark

1 min read

TildAlice

Feb 19

CBM Migration Guide: Scheduled to Condition-Based

#cbm #predictivemaintenanc #phm #conditionmonitoring

1 min read

TildAlice

Feb 19

QAT vs PTQ: When 3% Accuracy Drop Kills Your Model

#quantization #qat #ptq #pytorch

1 min read

TildAlice

Feb 18

Custom Gymnasium Environment: Portfolio Project Guide

#gymnasium #reinforcementlearnin #portfolioproject #rewardshaping

1 min read

TildAlice

Feb 18

FastAPI Model Serving: 5 Steps to 50ms Inference

#fastapi #modelserving #mlops #python

1 min read

TildAlice

Feb 17

Heap & Stack Patterns: 8 Interview Problems Solved

#heap #stack #codinginterview #python

1 min read

TildAlice

Feb 17

DeiT III vs DINOv2: ViT ImageNet Accuracy Without Labels

#deitiii #dinov2 #visiontransformer #selfsupervisedlearni

1 min read

TildAlice

Feb 17

MLflow Experiment Tracking: Portfolio Project in 30 Min

#mlflow #experimenttracking #mlops #machinelearning

1 min read

TildAlice

Feb 16

Docker vs Kubernetes for First ML Model: When to Use Each

#docker #kubernetes #mldeployment #mlops

1 min read

TildAlice

Feb 16

unittest to pytest Migration: Fixtures and Async Patterns

#pytest #unittest #testing #async

1 min read

TildAlice

Feb 16

Claude Code vs Cursor vs Copilot: 3-Tool Accuracy Test

#claudecode #githubcopilot #cursor #aicodingtools

1 min read

TildAlice

Feb 15

FFT Analysis for Bearing Fault Detection: 2048-Point Setup

#fft #bearingdiagnostics #vibrationanalysis #predictivemaintenanc

1 min read

TildAlice

Feb 15

CWRU Bearing Dataset: End-to-End PHM Portfolio Project

#cwrubearingdataset #phmportfolio #faultdiagnosis #vibrationanalysis

1 min read

TildAlice

Feb 15

Sharpe Ratio Breaks in Crypto: 3 Fixes That Work

#sharperatio #sortinoratio #calmarratio #cryptotrading

1 min read

TildAlice

Feb 15

DreamerV3 World Model RL: 200-Line PyTorch Implementation

#dreamerv3 #worldmodels #modelbasedrl #rssm

1 min read

TildAlice

Feb 15

Diffusion Models from Scratch: DDPM Training in PyTorch

#diffusionmodels #ddpm #pytorch #generativemodels

1 min read

TildAlice

Feb 14

Autograd Engine from Scratch: 200 Lines to Beat PyTorch

#autograd #backpropagation #neuralnetworks #gradientdescent

1 min read

TildAlice

Feb 14

PyTorch Neural Network Guide: 5 Mistakes That Break Training

#pytorch #deeplearning #neuralnetworks #training

1 min read

TildAlice

Feb 14

Haar Cascades to YOLO: Face Detection Migration Guide

#facedetection #yolo #opencv #haarcascade

1 min read

TildAlice

Feb 14

Mamba-2 vs Griffin vs RWKV-6: SSM Architecture Benchmark

#statespacemodels #mamba2 #rwkv #transformeralternati

1 min read

TildAlice

Feb 14

yfinance vs Alpha Vantage vs Polygon: Real Cost Per 1M Calls

#yfinance #alphavantage #polygon #stockdataapi

1 min read

TildAlice

Feb 14

You Don't Need Docker for Local Dev: 4 Faster Alternatives

#docker #developmentenvironme #nix #devops

1 min read

TildAlice

Feb 14

ONNX Runtime vs TFLite Android: 3x Speed Benchmark

#onnxruntime #tensorflowlite #androidml #mobileinference

1 min read

TildAlice

Feb 14

SimpleRL: Building DQN to PPO from Scratch in 500 Lines

#reinforcementlearnin #dqn #ppo #pytorch

1 min read

TildAlice

Feb 14

MobileNet v3 vs EfficientNet-Lite: Pi 4 Latency Benchmarks

#mobilenetv3 #efficientnetlite #raspberrypi #tensorflowlite

1

1 min read

TildAlice

Feb 14

DVC vs MLflow vs W&B: Which Saves More Debug Hours?

#mlops #experimenttracking #dvc #mlflow

1 min read

TildAlice

Feb 14

PPO Hyperparameters That Crash in Production: 5 Silent Failures

#ppo #hyperparameters #reinforcementlearnin #productionml

1 min read

TildAlice

Feb 13

Pandas vs Polars vs Dask on 10M Rows: Real Benchmarks

#pandas #polars #dask #dataanalysis

1 min read

TildAlice

Feb 13

SAC: The Best Algorithm for Continuous Control

#reinforcementlearnin #sac #robotics #pytorch

1 min read

TildAlice

Feb 13

PPO: Why It Powers ChatGPT and Game AI

#reinforcementlearnin #ppo #rlhf #pytorch

1 min read

TildAlice

Feb 13

Policy Gradient and Actor-Critic Explained

#reinforcementlearnin #policygradient #actorcritic #gae

1 min read

TildAlice

Feb 13

From Q-Learning to DQN: Your First RL Algorithms

#reinforcementlearnin #dqn #qlearning #pytorch

1 min read

TildAlice

Feb 13

RL Fundamentals: MDP, Bellman Equation, and Value Functions

#reinforcementlearnin #machinelearning #python #mdp

1 min read

TildAlice

Feb 13

MCP Tutorial: Build an AI Tool Server in Python

#mcp #python #ai #claude

1 min read

TildAlice

Feb 12

MLOps Cheat Sheet: 12 Production Patterns You'll Use

#mlops #productionml #modelserving #mlengineering

1 min read

TildAlice

Feb 12

5 NumPy Tricks That Cut Portfolio Backtest Time by 10x

#numpy #python #backtesting #performance

1 min read

TildAlice

Feb 12

Why Excel Still Beats Python for 80% of Data Analysis

#excel #python #pandas #dataanalysis

1 min read

TildAlice

Feb 11

Paper Review: QLoRA — 4-Bit Finetuning That Runs 65B Models on One GPU

#qlora #quantization #llmfinetuning #paperreview

1 min read

TildAlice

Feb 11

Real-Time License Plate Reader: YOLOv8 + PaddleOCR

#yolov8 #paddleocr #alpr #computervision

1 min read

TildAlice

Feb 11

Model Drift Detection Failed Silently: Evidently AI Fix

#evidentlyai #modeldrift #mlops #productionml

1 min read

TildAlice

Feb 11

ONNX Runtime Mobile: 8ms Inference on iPhone 13

#onnxruntime #edgeai #mobileml #coreml

1 min read

TildAlice

Feb 10

GARCH vs LSTM for Bitcoin Volatility Forecasting

#garch #lstm #bitcoin #volatilityforecastin

1 min read

TildAlice

Feb 10

Python slots for Memory-Efficient Classes: Interview Essential

#python #performance #memoryoptimization #interviewprep

1 min read

TildAlice

Feb 10

I/O Bottleneck Cost Me $800/Month: Triton vs TorchServe

#triton #torchserve #modelserving #mlops

1 min read

TildAlice

Feb 9

Paper Review: GQA — Grouped Query Attention for Faster LLM Inference

#gqa #groupedqueryattentio #llminference #multiheadattention

1 min read

Want to connect with TildAlice?