DeepGuide for DeepSeek

My Second Week of the #30DayMapChallange
Since 2019, the Geographic Information System (GIS) and spatial analytics community have been quite busy each November – thanks to a fun challenge called the #30DayMapChallange. Each year, this challenge has a thematic schedule, proposing a topic th
25448Murphy2025-03-23
The Guide to Recommender Metrics
Evaluating a recommender system offline can be tricky
28158Murphy2025-03-23
The Creative, Occasionally Messy World of Textual Data
Our weekly selection of must-read Editors' Picks and original features
24057Murphy2025-03-23
Domain Adaptation of A Large Language Model
Adapt a pre-trained model to a new domain using HuggingFace
21949Murphy2025-03-23
Best Practices for Debugging Errors in Logistic Regression with Python
Optimizing performance using unstructured, real-world data
22732Murphy2025-03-23
Understanding Predictive Maintenance - Unit Roots and Stationarity
Article Purpose In this article, we’re diving into the critical concepts of unit roots and stationarity. Buckle up for an exploration into why checking stationarity is crucial, what unit roots are, and how these elements play a key role in our predi
24291Murphy2025-03-23
An Introduction To Deep Learning For Sequential Data
Highlighting the similarities between time series and NLP
25961Murphy2025-03-23
The Graph Coloring Problem: Exact and Heuristic Solutions
Exploring the classical discrete optimization problem through custom constructive heuristics and integer programming in Python
28583Murphy2025-03-23
Automating Chemical Entity Recognition: Creating Your ChemNER Model
I've always had a strong interest in chemistry, and it has played a significant role in shaping both my academic and professional journey...
23917Murphy2025-03-23
The Hardest Part: Defining A Target For Classification
It isn't labeled 'Target_Variable' in your Production Database!
29110Murphy2025-03-23
Embeddings + Knowledge Graphs: The Ultimate Tools for RAG Systems
The advent of large language models (LLMs) , trained on vast amounts of text data, has been one of the most significant breakthroughs in...
28406Murphy2025-03-23
The World's Smallest Data Pipeline Framework
A simple and fast data pipeline foundation with sophisticated functionality.
21241Murphy2025-03-23
Retrieval-Augmented Generation (RAG): From Theory to LangChain Implementation
From the theory of the original academic paper to its Python implementation with OpenAI, Weaviate, and LangChain
28224Murphy2025-03-23
Seeing with Sound: Empowering the Visually Impaired with GPT-4V(ision) and Text-to-Speech…
Enhancing Visual Impairment Navigation: Integrating GPT-4V(ision) and TTS for Advanced Sensory Assistance
26783Murphy2025-03-23
The Semantics of Differing SCD2 Techniques
Recently, I’ve been thinking a lot about dimensional modeling, specifically how we represent different kinds of history in the warehouse / lakehouse. There are many articles that describe how to build an SCD2 table across many languages and platform
24983Murphy2025-03-23
2 Tasks to Boost Your Python Data Wrangling Skills
How to convert raw data into a more usable and structured format.
26026Murphy2025-03-23
The Other Side of Data Contracts: Awakening Consumer Responsibility
Balancing the Field: The Dual Responsibilities in Data Contracts A football game where half the team is unaware they need to score would indeed be a spectacle of confusion and inefficiency. Yet, isn’t this precisely what happens in many data organis
21777Murphy2025-03-23
Accelerating PyTorch Training Workloads with FP8 – Part 1
How to make the most of your modern-day GPU
25068Murphy2025-03-23
All you need to know to Develop using Large Language Models
Explaining in simple terms the core technologies required to start developing LLM-based applications.
26664Murphy2025-03-23
Type-Hinting DataFrames for Static Analysis and Runtime Validation
How StaticFrame Enables Comprehensive DataFrame Type Hints
28411Murphy2025-03-23