Radical Simplicity in Data Engineering
Published: July 26, 2024 14:09
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Your home for data science. A Medium publication sharing concepts, ideas and codes. - Medium
Site URL: towardsdatascience.com?source=rss----7f60cf5620c9---4
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What We Still Don’t Understand About Machine Learning
Published: July 26, 2024 14:07
Machine Learning unknowns that researchers struggle to understand — from Batch Norm to what SGD hidesContinue reading on Towards Data Science »
Python Concurrency — A Brain-Friendly Guide for Data Professionals
Published: July 26, 2024 13:55
Moving data around can be slow. Here’s how you can squeeze every bit of performance optimization out of Python.Continue reading on Towards Data Science »
Visualizing Road Networks
https://towardsdatascience.com/visualizing-road-networks-c4664182e6c1?source=rss----7f60cf5620c9---4
Published: July 26, 2024 13:53
How to use Python and OSMnx to create beautiful visuals of global cities’ road networks.Continue reading on Towards Data Science »
Data Modeling Techniques For Data Warehouse
Published: July 26, 2024 13:48
A Visual Understanding of Decision Trees and Gradient Boosting
Published: July 26, 2024 13:41
A visual explanation of the math behind decision trees and gradient boostingContinue reading on Towards Data Science »
Navigating the Latest GenAI Model Announcements — July 2024
Published: July 26, 2024 13:32
What does the Transformer Architecture Tell Us?
Published: July 25, 2024 16:45
Understanding its role in future AI, brain research, and consciousnessContinue reading on Towards Data Science »
Applied Python Chronicles: A Gentle Intro to Pydantic
Published: July 25, 2024 16:43
What Exactly Is an “Eval” and Why Should Product Managers Care?
Published: July 25, 2024 16:40
Multimodal RAG — Intuitively and Exhaustively Explained
Published: July 25, 2024 15:02
Modern RAG for modern models.Continue reading on Towards Data Science »
How to Approach Complex Data Science Topics as a Beginner
Published: July 25, 2024 13:32
How to Build a Streaming Agent with Burr, FastAPI, and React
Published: July 25, 2024 11:51
Document Parsing Using Large Language Models — With Code
Published: July 25, 2024 09:37
You will not think about using Regular Expressions anymore.Continue reading on Towards Data Science »
Unit Disk and 2D Bounded KDE
Published: July 25, 2024 09:06
Multilevel Modelling with lme4: Analysing e-Commerce Sales
Published: July 25, 2024 08:59
Multilevel modelling allows for analysis of data that have hierarchical or clustered structures.Continue reading on Towards Data Science »
Organizations’ Machine Learning Investment is (or should be) Incremental
Published: July 25, 2024 07:40
Embedding ML systems into production is still a hard thing to do (for most companies)Continue reading on Towards Data Science »
Handling Hierarchies in Dimensional Modeling
Published: July 24, 2024 22:50
Hierarchies play a crucial role in dimensional modeling for Data Warehouses. See my recommendations on how to handle them effectively.Continue reading on Towards Data Science »
Nine Rust Cargo.toml Wats and Wat Nots
Published: July 24, 2024 22:44
Understand REINFORCE, Actor-Critic and PPO in one go
Published: July 24, 2024 21:29
Use the loss function of the Policy Gradient algorithm to understand REINFORCE, Actor-Critic, and Proximal Policy Optimization (PPO).Continue reading on Towards Data Science »
TimeMixer: Exploring the Latest Model in Time Series Forecasting
Published: July 24, 2024 21:12
Discover and understand the inner workings of TimeMixer and apply it in your own forecasting project using PythonContinue reading on Towards Data Science »
A Visual Guide to Quantization
Published: July 24, 2024 20:47
Using LLMs to Query PubMed Knowledge Bases for BioMedical Research
Published: July 24, 2024 20:26
Forecasting US GDP using Machine Learning and Mathematics
Published: July 24, 2024 06:39
The Intersection of Memory and Grounding in AI Systems
Published: July 24, 2024 06:27
Monocular Depth Estimation with Depth Anything V2
Published: July 24, 2024 06:24
Spatial Index: Tessellation
Published: July 23, 2024 20:44
Use of Tessellation for Spatial Indexing and how Uber H3 worksContinue reading on Towards Data Science »
Spatial Index: Grid Systems
Published: July 23, 2024 20:39
Grid Systems in Spatial Indexing using GeoHash and Google S2Continue reading on Towards Data Science »
Most Data Quality Initiatives Fail Before They Start. Here’s Why.
Published: July 23, 2024 20:32
Evolution of Data Science: New Age Skills for the Modern End-to-End Data Scientist
Published: July 23, 2024 20:28
From Python scripting to data engineering, MLOps, and GenAIContinue reading on Towards Data Science »
Event Study Designs: A Very Beginner’s Guide
Published: July 23, 2024 15:35
Spatial Index: Space-Filling Curves
Published: July 23, 2024 11:21
Spatial Index and Space Filling Curves for Multi-dimensional dataContinue reading on Towards Data Science »
From Ephemeral to Persistence with LangChain: Building Long-Term Memory in Chatbots
Published: July 23, 2024 10:34
A detailed walkthrough on transforming simple chatbots into sophisticated AI assistants with long-term memory and contextual understandingContinue reading on Towards Data Science »
Function Calling: Fine-Tuning Llama 3 on xLAM
Published: July 23, 2024 10:13
Fast and memory-efficient thanks to QLoRAContinue reading on Towards Data Science »
Summer Olympic Games Through the Lens of Data
Published: July 23, 2024 09:57
Using Python and Wikipedia to draw geographical and network maps of the medal-winning countries.Continue reading on Towards Data Science »
Enterprise Use Case-Based Evaluation of LLMs
Published: July 23, 2024 09:45
Generative AI evaluation strategyContinue reading on Towards Data Science »
I Used to Hate Overfitting, But Now I’m Grokking It
Published: July 23, 2024 09:37
The surprising generalisation beyond overfittingContinue reading on Towards Data Science »
Line By Line, Let’s Reproduce GPT-2: Section 1
Published: July 23, 2024 08:57
Counterfactuals in Language AI
Published: July 23, 2024 08:53
Three Mind-Blowing Ideas in Physics: The Stationary Action Principle, Lorentz Transformations, and…
Published: July 23, 2024 08:26
Boost Your Data Science Job Hunt During Tech Layoffs, Part I
Published: July 23, 2024 08:19
With these 5 actionable stepsContinue reading on Towards Data Science »
Temperature Reconstruction Through Geospatial Interpolation
Published: July 23, 2024 08:16
How to Switch from Data Analytics to Data Science – From a Big Tech Data Scientist
Published: July 22, 2024 16:13
The only 5-steps roadmap you need. Your new career journey starts here!Continue reading on Towards Data Science »
Linear Programming Optimization: Foundations
Published: July 22, 2024 07:31
Part 1 - Basic Concepts and ExamplesContinue reading on Towards Data Science »
What Is Causal Inference?
https://towardsdatascience.com/what-is-causal-inference-48c57d848242?source=rss----7f60cf5620c9---4
Published: July 22, 2024 07:06
A beginners’ guide to causal inference methods: randomized controlled trials, difference-in-differences, synthetic control, and A/B testingContinue reading on Towards Data Science »
Quantifying Burned Areas from Wildfires Using Satellite Imagery
Published: July 22, 2024 05:58
Determining the burned area in forests due to wildfires using Sentinel-2 images with Python in Google ColabContinue reading on Towards Data Science »
You Don’t Need Matplotlib When Pandas Is Enough for Data Visualisation
Published: July 22, 2024 05:39
One line of code to plot data makes routine EDA jobs easierContinue reading on Towards Data Science »
Python’s Parallel Paradigm Shift
Published: July 22, 2024 03:36
Exploring the performance potential of a GIL-free PythonContinue reading on Towards Data Science »
Dissecting Stockfish Part 3: In-Depth Look at a chess engine
Published: July 22, 2024 03:33
Advanced Data Modelling
https://towardsdatascience.com/advanced-data-modelling-1e496578bc91?source=rss----7f60cf5620c9---4
Published: July 21, 2024 19:54
Data model layers, environments, tests and data quality explainedContinue reading on Towards Data Science »
LLM Agents Demystified
https://towardsdatascience.com/llm-agents-demystified-8e2a62c185fa?source=rss----7f60cf5620c9---4
Published: July 21, 2024 19:05
How To Start Technical Writing & Blogging
Published: July 21, 2024 19:04
Why writing data science blogs changed my career.Continue reading on Towards Data Science »
Forecasting in the Age of Foundation Models
Published: July 20, 2024 16:40
Modern Enterprise Data Modeling
Published: July 20, 2024 16:06
How to address the shortcomings of shallow, outdated models and future-proof your modeling strategyContinue reading on Towards Data Science »
Full Guide to Building a Professional Portfolio with Python, Markdown, Git, and GitHub Pages
Published: July 20, 2024 15:57
Data Modeling Techniques for the Post-Modern Data Stack
Published: July 20, 2024 04:56
A set of generic techniques and principles to design a robust, cost-efficient, and scalable data model for your post-modern data stack.Continue reading on Towards Data Science »
3D Reconstruction Tutorial with Python and Meshroom
Published: July 20, 2024 04:25
Quickly learn to create 3D models from photos, and master point cloud generation with Python + Meshroom (photogrammetry).Continue reading on Towards Data Science »
Understanding Positional Embeddings in Transformers: From Absolute to Rotary
Published: July 20, 2024 03:44
A deep dive into absolute, relative, and rotary positional embeddings with code examplesContinue reading on Towards Data Science »
Battling Open Book Exams with Open Source LLMs
Published: July 19, 2024 23:05
In the age where everyone uses ChatGPT for work and school, I am taking advantage of that to help me study in my university courseContinue reading on Towards Data Science »
Streamlining Object Detection with Metaflow, AWS, and Weights & Biases
Published: July 19, 2024 22:43
Topic Modeling Open-Source Research with the OpenAlex API
Published: July 19, 2024 18:05
Evaluating ChatGPT’s Data Analysis Improvements: Interactive Tables and Charts
Published: July 19, 2024 18:01
Is ChatGPT becoming a BI tool?Continue reading on Towards Data Science »
Constrained Sentence Generation Using Gibbs Sampling and BERT
Published: July 19, 2024 17:57
Product Quasi-Experimentation: Statistical Techniques When Standard A/B Testing Is Not Possible
Published: July 19, 2024 17:53
Semantic Search Engine for Emojis in 50+ Languages Using AI
Published: July 19, 2024 17:40
Asynchronous Machine Learning Inference with Celery, Redis, and Florence 2
Published: July 19, 2024 05:05
YOLO inference with Docker via API
Published: July 19, 2024 05:00
Learn how to orchestrate object detection inference via a REST API with DockerContinue reading on Towards Data Science »
A Python Engineer’s Introduction to 3D Gaussian Splatting (Part 3)
Published: July 18, 2024 23:05
Towards Generalization on Graphs: From Invariance to Causality
Published: July 18, 2024 16:51
How to Plan for Your Next Career Move in Data Science and Machine Learning
Published: July 18, 2024 13:32
Understanding Conditional Probability and Bayes’ Theorem
Published: July 18, 2024 07:40
Introducing Path-Swarm & Super-Swarm: Next Level Swarm Charts
Published: July 18, 2024 07:27
Learn about Path-Swarm Charts and create you own with PythonContinue reading on Towards Data Science »
Why Machine Learning Is Not Made for Causal Estimation
Published: July 18, 2024 05:38
Parquet File Format: Everything You Need to Know
Published: July 18, 2024 04:41
New data flavors require new ways of storing them. Learn all you need to know about the Parquet file formatContinue reading on Towards Data Science »
Conversational Analysis Is the Future for Enterprise Data Science
Published: July 18, 2024 04:27
AI, Write and Style My CV
https://towardsdatascience.com/ai-write-and-style-my-cv-fb3168a5b10e?source=rss----7f60cf5620c9---4
Published: July 18, 2024 04:23