DeepGuide for DeepSeek

Control AI Costs Through Agile Data Science Project Management
Introduction The world of data science is complex, with hidden costs that go beyond budgetary limits. Data scientists are a significant investment for any organization. Unfortunately, inefficiencies like idle infrastructure can waste significant amounts o
25960Murphy2025-03-22
Exploring emotions with Artificial Intelligence, OpenAI, and Exploratory Data Analysis
Here's how to visualize emotion in text with Python using OpenAI and Exploratory Data Analysis
23729Murphy2025-03-22
Large Language Models, MirrorBERT - Transforming Models into Universal Lexical and Sentence…
Discover how mirror augmentation generates data and aces the BERT performance on semantic similarity tasks
26613Murphy2025-03-22
Nonlinear Dimension Reduction, Kernel PCA (kPCA), and Multidimensional Scaling – An Easy Tutor
How to Flatten your Swiss-Roll without Destroying It!!
24661Murphy2025-03-22
Exploding & Vanishing Gradient Problem in Deep Learning
How to ensure your neural network doesn't "die" or "blow-up"
29731Murphy2025-03-22
TiDE: the 'embarrassingly' simple MLP that beats Transformers
A deep exploration of TiDE, its implementation using Darts and a real life use case comparison with DeepAR and TFT (a Transformer architecture) As industries continue to evolve, the importance of an accurate forecasting becomes a non-negotiable asset whet
23202Murphy2025-03-22
PyTorch Introduction – Building your First Linear Model
Learn how to build your first PyTorch model, by using the "magical" Linear layer!
20509Murphy2025-03-22
Geometrical Interpretation of Linear Regression in Machine Learning versus Classical Statistics
Demystifying the confusion about Linear Regression Visually and Analytically
22447Murphy2025-03-22
AI Consciousness Unfolded
Challenging the Integrated Information Theory
20536Murphy2025-03-22
Add One Line of SQL to Optimise Your BigQuery Tables
Clustering: A simple way to group similar rows and prevent unnecessary data processing
26664Murphy2025-03-22
End-of-Year Report on a 12-Year Data Journey
Three stories about the data career journey
26077Murphy2025-03-22
Courage to Learn ML: Demystifying L1 & L2 Regularization (part 4)
Explore L1 & L2 Regularization as Bayesian Priors
24594Murphy2025-03-22
Can LLMs Replace Data Analysts? Building An LLM-Powered Analyst
Part 1: empowering ChatGPT with tools
20622Murphy2025-03-22
Create Many-To-One relationships Between Columns in a Synthetic Table with PySpark UDFs
Image generated with DALL-E 3 I’ve recently been playing around with Databricks Labs Data Generator to create completely synthetic datasets from scratch. As part of this, I’ve looked at building sales data around different stores, employees, a
21424Murphy2025-03-22
Earth Isn't Flat, and Neither Should Your Voronoi Diagrams Be
A story about precision, unveiling the power of spherical geospatial Voronoi diagrams with Python
26319Murphy2025-03-22
3 Python Operations for Solving Specific Data Processing Tasks Efficiently
Leverage the flexibility of Pandas and Python
27079Murphy2025-03-22
How to efficiently fine-tune your own open-source LLM using novel techniques – code provided
In this article I tune a base LLama2 LLM to output SQL code. I use Parameter Efficient Fine-Tuning Techniques to optimise the process.
28757Murphy2025-03-22
The Surprising Behavior of Data in Higher Dimensions
A Journey into the Surprising World of High-Dimensional Data: The Blessings and the Challenges
28450Murphy2025-03-22
MLX vs MPS vs CUDA: a Benchmark
A first benchmark of Apple's new ML framework MLX
28449Murphy2025-03-22
Revolutionizing Language Barriers: Mastering Multilingual Audio Transcription and Semantic Search
Unlock the potential of cross-language information accessibility with advanced transcription and semantic search technologies
22800Murphy2025-03-22

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Genius Cliques: Mapping out the Nobel Network
Combining Network Science, Data Visualization, and Wikipedia to uncover hidden connections between all the Nobel laureates.
Data Science Expertise Comes in Many Shapes and Forms
Our weekly selection of must-read Editors' Picks and original features

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