AIAlly Hub
LA

News Feed

60articles · curated from global AI & Data Engineering sources

RESEARCHabout 18 hours ago

68 public trading strategies: 12 declare a trial count, 0 report a Sharpe

I took a large public collection of ready-made trading strategies — 68 files, the canonical...

#python#datascience#statistics
Dev.to
RESEARCH1 day ago

I audited all 25,125 servers in the MCP registry

Every MCP directory, every "browse servers" page, every agent that discovers tools at runtime reads...

#mcp#ai#opensource
Dev.to
RESEARCH1 day ago

Shipping a statistical model to the browser: Dixon–Coles soccer predictions with no backend and no API key

I wanted a public page where anyone could click a soccer match and see real probabilities behind it —...

#javascript#webdev#showdev
Dev.to
RESEARCH3 days ago

Prediciendo Brechas de SLA en Soporte Técnico

Caso de estudio: Predicción de brechas de SLA Proyecto: NovaTech AI Support (escenario hipotético,...

#machinelearning#mlops#datascience
Dev.to
RESEARCH3 days ago

5 ways your ML model's score is lying to you

A while back, I had to retract one of my own results. A model I'd built was posting a validation...

#machinelearning#python#datascience
Dev.to
RESEARCH5 days ago

The Last Non-Neural Candidate, and It Did Not Clear the Bar

The bar was a slope: keep converting extra data into accuracy after exact-context statistics saturate. A full hierarchical Pitman-Yor model with Gibbs sweeps and inferred discounts moved the intercept and left the slope alone, halving with every doubling exactly as cruder count models did.

#ai#machinelearning#datascience
Dev.to
RESEARCH8 days ago

Building an Interactive Excel Dashboard for E-commerce Product Analysis: A Case Study of Jumia Products

Introduction One thing I have started learning during my journey into data analytics is...

#analytics#data#datascience
Dev.to
RESEARCH9 days ago

Turning public-apis into a Cache-Friendly RAG Retrieval Layer

Stop bleeding tokens on repetitive RAG queries. Learn how to transform raw markdown catalogs into record-oriented, cache-optimized retrieval layers.

#python#ai#datascience
Dev.to
RESEARCH9 days ago

DataLens: The Data Tool That Refused to pip install Anything

What DataLens actually does Before the stdlib war stories, here's the tool itself. DataLens is a...

#opensource#data#datascience
Dev.to
RESEARCH9 days ago

Understanding Neural Networks and The Core Idea Behind Them

Introduction Neural networks work by building a system inspired by the human brain that...

#datascience
Dev.to
RESEARCH10 days ago

Why your progress bar's ETA lies, and the survey-sampling trick that fixes it

We've all trusted a progress bar that said "5 minutes left," walked away, and come back an hour later...

#python#opensource#datascience
Dev.to
RESEARCH10 days ago

I Built a Stock Market Crash Simulator Using Insurance Catastrophe Modeling

Why your portfolio falls apart exactly when you need it most — and what hurricane pricing can teach...

#python#datascience#webdev
Dev.to
RESEARCH10 days ago

Where Need Meets Nothing: finding Florida's aid deserts with Snowflake

This is a submission for Weekend Challenge: Generosity Edition What I Built Generosity...

#devchallenge#weekendchallenge#snowflake
Dev.to
RESEARCH11 days ago

I analyzed 14,905 love letters without reading them

I run LovePaper, a site where you write a letter to someone and it becomes a page with a permanent...

#showdev#datascience#javascript
Dev.to
RESEARCH12 days ago

Excel Dashboards: Product Analysis for Jumia Kenya

Introduction E-commerce platforms like Jumia collect large amounts of data daily on...

#database#datascience#analytics
Dev.to
RESEARCH12 days ago

That messy 4000-line notebook taught me to stop hating Jupyter

Why Jupyter is still the de facto standard for exploring data, even though versioning it with git will make you want to smash your keyboard.

#english#python#datascience
Dev.to
RESEARCH13 days ago

The CoA parser that had to get worse before it got useful

A Certificate of Analysis is a PDF a supplier sends with a shipment saying what they measured and...

#python#parsing#manufacturing
Dev.to
RESEARCH14 days ago

I Didn't Believe a Chart, So I Rebuilt It From the Source Data

I saw a chart on Twitter ranking cities by cost of living against quality of life. New York and Los...

#opendata#python#datascience
Dev.to
RESEARCH16 days ago

Your embeddings forget exactly like a human brain does

We reproduced the Ebbinghaus forgetting curve and the classic false-memory rate using unmodified pre-trained embeddings, with no parameter tuning. Here is why your agent memory decays.

#ai#machinelearning#llm
Dev.to
RESEARCH16 days ago

A reader read my benchmark better than I did

I published a LoRA fine-tuning run two weeks ago. The headline was that my first test set had lied to...

#ai#machinelearning#llm
Dev.to
RESEARCH17 days ago

What a Clean Equity Curve Doesn't Prove

A backtest can look flawless and still be worthless evidence — here are the four specific ways it lies to you, with what each one looks like in the trade list.

#python#datascience#trading
Dev.to
RESEARCH17 days ago

Fourteen Speaker Encoders Heard the Same Voice. Their Error Rates Differed Five-Fold.

A speaker encoder turns a few seconds of speech into a vector, and the distance between two vectors...

#machinelearning#python#datascience
Dev.to
RESEARCH17 days ago

MuleShield AI: Intercepting Cybercrime Cash-Outs Before the Trail Goes Cold

How a three-model AI pipeline helps Indian law enforcement get ahead of digital financial fraud — and...

#machinelearning#python#datascience
Dev.to
RESEARCH18 days ago

My Model Had 100% Recall — Then I Realized It Was Predicting "Exoplanet" for Everything

A few months ago, I set out to build a model that detects exoplanets from stellar brightness data...

#machinelearning#deeplearning#datascience
Dev.to
RESEARCH20 days ago

Using Scikit-Learn Pipelines: A Cleaner Way to Build Machine Learning Models

If you've spent some time building machine learning models with Python, you've probably had a...

#ai#machinelearning#beginners
Dev.to
RESEARCH22 days ago

Your CSVs went stale when you changed that function, and nothing told you

Last week I changed one line in a module that decides which rows make it into a dataset. A threshold,...

#python#datascience#opensource
Dev.to
RESEARCH22 days ago

The 95th percentile is a Gaussian constant, and it moves the wrong way

The knob nobody defends If you have ever measured a tail — p95 latency, a Hill estimator,...

#statistics#monitoring#sre
Dev.to
RESEARCH23 days ago

A Higher Pass Rate Can Mean a Worse Model. The Math Is Simpson's Paradox.

We shipped a model update last quarter that moved our aggregate pass rate from 81.2% to 83.6%....

#machinelearning#statistics#llm
Dev.to
RESEARCH23 days ago

I deleted my own optimization because the benchmark said it was 2.1x slower

I spent a day writing a NumPy kernel to replace some pandas code. It was the good kind of...

#python#performance#datascience
Dev.to
RESEARCH23 days ago

Why Corrupted Training Data Doesn't Show Up as High Loss

A run on pure shuffled labels — a dataset with nothing left to learn — reduced its loss by 62% on a textbook-healthy curve. Noise is learnable, so it hides.

#machinelearning#python#ai
Dev.to
RESEARCH24 days ago

Construyendo un recomendador de emparejamiento de expertos

La forma del problema Un directorio es una superficie: el miembro lo abre y adivina. Un...

#algorithms#datascience#machinelearning
Dev.to
RESEARCH25 days ago

Same Zone, Same Projection, 427 Metres Apart

I was writing a blog post about the architecture of a system I built when I found a bug in it. This...

#gis#postgres#geospatial
Dev.to
RESEARCH26 days ago

I built a search engine to find hidden gems on steam

I Built a Search Engine to Find Hidden Gems on Steam Steam doesn't have a "not enough...

#showdev#ai#webdev
Dev.to
RESEARCH26 days ago

Correlation Is Pairwise. Multicollinearity Isn't.

A three-line example showing why the 0.8 heatmap rule misses real multicollinearity.

#datascience#statistics#python
Dev.to
RESEARCH27 days ago

I built a crypto trading bot. It lost to doing nothing.

Every trading bot post ends the same way: a green equity curve and a suspicious silence about whether...

#python#algorithms#datascience
Dev.to
RESEARCH28 days ago

I found a $45 billion number that vanished from NVIDIA's SEC filings

Liquid syntax error: 'raw' tag was never closed

#python#finance#datascience
Dev.to
RESEARCH29 days ago

Our Documentation Was Lying. The Model Believed It.

There is a variable called slp — sea-level pressure. Our API documentation lists it as available. Our...

#machinelearning#api#datascience
Dev.to
RESEARCH30 days ago

Six prompt-optimization frameworks: what matters when you run them on the same task

TL;DR: I ran six prompt-optimization frameworks against the same task and the same eval metric over a...

#machinelearning#datascience#llm
Dev.to
RESEARCH30 days ago

A judge that agrees with your humans 92 percent of the time can be at 60 percent where the gate actually decides

TL;DR: Judge-human agreement is almost always reported as one number over a whole validation set....

#llm#statistics#testing
Dev.to
RESEARCHabout 1 month ago

DBSCAN Has No Loss Function. That's Not a Bug.

Classic Machine Learning Through the Eyes of an SRE — Part 6 DBSCAN was the first algorithm in my...

#machinelearning#ai#devops
Dev.to
RESEARCHabout 1 month ago

The arbitrage that wasn't: when two markets are identical but their oracles aren't

The arbitrage that wasn't I build a scanner that looks for cross-venue arbitrage in...

#engineering#datascience#javascript
Dev.to
RESEARCHabout 1 month ago

Your acquisitions table needs a status field, not a boolean

Most schemas model corporate acquisitions as a join table: acquirer_id, target_id, price,...

#database#sql#datascience
Dev.to
RESEARCHabout 1 month ago

Building an Incremental Financial Data Pipeline on a Free Tier (¥0 Infrastructure)

My stock research pipeline ingests prices and financials for every listed company in Japan, runs...

#python#datascience#architecture
Dev.to
RESEARCHabout 1 month ago

I'm 17 in Ghana. I built a solar-sizing tool on my phone — here's the code and every bug I hit.

Ghana sits under some of the strongest sunshine on earth. Solar supplies about 1–3% of our grid...

#python#buildinpublic#datascience
Dev.to
RESEARCHabout 1 month ago

Run forty experiments against one eval set and you will find an improvement that is not there

You iterate on a prompt, run the eval set, keep the best variant. Repeat for a quarter. The number...

#llm#statistics#datascience
Dev.to
RESEARCHabout 1 month ago

CatBoost: The Interpreter Who Refused to Peek at Tomorrow's Newspaper

The One-Line Summary: Replacing a category with the average target for that category is the most...

#machinelearning#datascience#python
Dev.to
RESEARCHabout 1 month ago

I Audited My Trading Bot Using a Brier Score. It Had No Skill.

I Audited My Trading Bot Using a Brier Score. It Had No Skill. I ran a weather trading bot...

#python#datascience#testing
Dev.to
RESEARCHabout 1 month ago

LightGBM: The Librarian Who Sorted a Million Books by Ignoring Most of Them

The One-Line Summary: LightGBM keeps XGBoost's objective exactly and changes only how the tree is...

#machinelearning#datascience#python
Dev.to
RESEARCHabout 1 month ago

7 Weeks Into My AI Engineering Internship (While Doing IBM's Data Science Certificate) — Here's What I've Actually Learned

Hey everyone. I'm a CS student at FAST-NUCES in Karachi, and for the past 7 weeks I've been doing two...

#ai#datascience#python
Dev.to
RESEARCHabout 1 month ago

Show HN: Needle2: 14MB agentic LLM for phones, wearables, smart home and robots

Hey HN,Henry from Cactus here!We previously released Cactus Needle, a 14MB agentic LLM for tool call, device use, and structured extraction for phones, wearables, smart homes, small robots and microcontrollers. We got really great feedback here, and have now incorporated the suggestions to release N

#llm
HackerNews
RESEARCHabout 1 month ago

A Government Liquor Board Lab-Tests Every Bottle It Sells. Almost Nobody Uses the Data.

The best datasets aren't hidden. They're published in plain sight by bureaucracies that have no idea...

#showdev#webdev#datascience
Dev.to
RESEARCHabout 1 month ago

Merging job postings from ten ATS platforms into one schema, and the four fields that fight back

Reading one ATS job board API is easy. Every one of them is public JSON with no key. Reading ten and...

#api#python#datascience
Dev.to
RESEARCHabout 1 month ago

XGBoost: The Accountant Who Read the Tax Code So Carefully He Found Money Nobody Else Saw

The One-Line Summary: XGBoost is gradient boosting with three changes that each look like a footnote...

#machinelearning#datascience#python
Dev.to
RESEARCHabout 1 month ago

I pre-registered a prediction that my own finding would fail on this market. The product list held; the advice did not.

This week I published a result I liked: adding a buyer's actual situation to a software buying...

#ai#llm#datascience
Dev.to
RESEARCHabout 1 month ago

Random Forest Is Horizontal Scaling for Predictions

Classic Machine Learning Through the Eyes of an SRE — Part 3 The random forest is the first ML...

#machinelearning#devops#ai
Dev.to
RESEARCHabout 1 month ago

Changing the AI engine moved 3 of 10 results. Changing the question moved 10 of 10.

I publish free leaderboards of which products AI answer engines name when someone asks them to...

#ai#llm#opensource
Dev.to
RESEARCHabout 1 month ago

Upgrading the judge ends one score series and starts another

There is a mature literature on what happens when you swap one measuring instrument for another, and...

#llm#statistics#datascience
Dev.to
RESEARCHabout 1 month ago

Week 2 Recap: The Week Trees Stopped Voting and Started Correcting Each Other

The One-Line Summary: Week 2 crossed the line from ensembles that average away variance to ensembles...

#machinelearning#datascience#python
Dev.to
RESEARCHabout 1 month ago

Gradient Boosting: The Sculptor Who Fixes the Statue by Carving Only Its Mistakes

The One-Line Summary: Gradient Boosting builds a model as a running sum, where each new small tree...

#machinelearning#datascience#python
Dev.to
RESEARCHabout 2 months ago

Out-of-Bag Error: The Free Exam You Didn't Know You Were Already Taking

The One-Line Summary: Because each tree in a Random Forest trains on a bootstrap sample, exactly ...

#machinelearning#datascience#python
Dev.to