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Increasing Fine-tuning Efficiency
Assessing the impact of difference parameters on fine-tuning performance
Oct 1, 2023llms -
Fine-tuning BERT with LORA and WandB
Recap of my adventure in fine-tuning with LORA and WandB
Sep 24, 2023llms -
Improving Retrieval w Finetuned Embeddings (Manually!)
Improving Retrieval with Finetuned Embeddings - Manual Approach
Sep 17, 2023llms -
Improving Retrieval w Finetuned Embeddings
Improving Retrieval w Finetuned Embeddings
Sep 10, 2023llms -
Multi-Head Attention
Implementing multi-head attention
Sep 9, 2023llms -
RAG on 10K: Part 2
A prototype for RAG on 10K
Sep 7, 2023llms -
RAG on 10K: Part 1
A prototype for RAG on 10K
Sep 5, 2023llms -
Quantization
Quantization in practice
Sep 1, 2023llms -
Single-Label Entropy Loss in Torch
So many choices...
Aug 5, 2023machine-learning -
Logits and Sigmoid
Explaining the relationship
Aug 4, 2023machine-learning -
LLM Use Case: Mining 10Ks
Not as simple as it might seem
Jul 9, 2023engineering machine-learning llms -
Deep Learning: CPU v M1 v GPU
Experiment: Measuring relative processing speeds
Jul 8, 2023engineering machine-learning -
LLMs Part 3: Other Considerations for Practical Usage
Recent AI Developments & the Impact on Financial Markets Businesses
May 26, 2023engineering machine-learning strategy teardown llms -
LLMs Part 2: Financial Markets Use Cases
Recent AI Developments & the Impact on Financial Markets Businesses
May 26, 2023engineering machine-learning strategy teardown llms -
LLMs Part 1: The Context for Recent AI Developments
Recent AI Developments & the Impact on Financial Markets Businesses
May 26, 2023engineering machine-learning strategy teardown llms -
My Jekyll Cheatsheet
Does anyone write blogs anymore?
Jan 22, 2023engineering cheatsheet -
My GitHub Cheatsheet
GitHub notes for a simpleton
Jan 14, 2023engineering cheatsheet -
5 Steps to Create a Website on the Cheap
Three hours and $20 to your first webiste
Jan 6, 2023cloud engineering -
Entity Resolution
Description of the entity resolution methodology
Jan 13, 2022deployment engineering cloud -
Pun Generator
Description of the pun generator app methodology
Jan 4, 2022deployment engineering cloud -
Serverless Experiments
Using AWS to run a serverless architecture
Jan 3, 2022deployment engineering cloud -
Variance Reduction in A/B Testing
Demonstration of the impact of variance reduction
Jan 2, 2022teardown engineering -
My NYU Course Materials
Links to materials from my NYU class: Machine Learning in Finance.
Dec 15, 2021teardown machine-learning -
Data Science Books and Courses
A list of references for data science
Dec 15, 2021teardown machine-learning -
AI Product Adoption and MLOps
MLOps is instrumental in AI product adoption.
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Entity Resolution Primer
Primer to explain Entity Resolution.
Sep 12, 2021teardown -
FinTech Primer
Primer to explain FinTech.
Sep 9, 2021teardown -
Deploying An ML Model on GCP
Tutorial on Google Cloud Platform
Aug 30, 2021deployment engineering teardown -
Deploying An ML Model on GCP: Part 3
Tutorial on Google Cloud Platform: Part 3
Aug 30, 2021deployment engineering teardown -
Deploying An ML Model on GCP: Part 2
Tutorial on Google Cloud Platform: Part 2
Aug 30, 2021deployment engineering teardown -
Deploying An ML Model on GCP: Part 1
Tutorial on Google Cloud Platform: Part 1
Aug 30, 2021deployment engineering teardown -
Downsampling: A Deeper Dive
A deeper dive on downsampling.
Aug 13, 2021machine-learning statistics -
No, The Other One
xkcd 2480
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US Maps in Python
Making maps in Python.
Jun 29, 2021graphing -
Decision Types
Bezos knows best.
Jun 25, 2021career-advice strategy -
Downsampling
Probability adjustment after downsampling in ML models
Jun 10, 2021machine-learning statistics -
Who's In First (Place)?
Ah, being a Mets fan...
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Book Review: Atomic Habits by James Clear
Book review of Atomic Habits by James Clear
Jun 1, 2021book-review -
Book Review: Range by David Epstein
Book review of Range by David Epstein
May 15, 2021book-review -
Packaging An Application
Using setuptools in Python.
Apr 21, 2021deployment engineering -
Geothmetic Median
Python code to calculate Geothmetic Meandian
Mar 21, 2021modeling -
Simulating Vaccine Waiting Times
A model to estimate how many vaccine shots can be administered.
Mar 3, 2021modeling statistics -
Data Science in Times of Crisis
Crisis managers ask for data in decreasing order of complexity.
Feb 12, 2021career-advice strategy -
The Dark Side of Resilience
How resilience can be a bad thing.
Jan 26, 2021career-advice strategy -
Knowledge and XKCD in Jupyter
xkcd: greatest comic of all time
Jan 26, 2021career-advice graphing -
Decisions and Quitting
If you are struggling in deciding between two choices.
Jan 17, 2021career-advice strategy -
Scraping and Home Heating Oil
Scraping your home heating oil data and building a mini model
Jan 11, 2021scraping modeling statistics -
Book Review: Adventures of an IT Leader
Book review of Adventures of an IT Leader by Robert Austin
Jan 1, 2021book-review -
Book Review: The Inner Game of Tennis by Timothy Gallwey
Book review of The Inner Game of Tennis by Timothy Gallwey
Nov 1, 2020book-review -
NoSQL
Summary of an excellent book on NoSQL
Jun 19, 2020book-review engineering -
Linear Regression of Clusters
PyMC3 for more interesting linear regressions
Apr 10, 2020statistics machine-learning -
Effects of Sampling
Counterintuitive results from imbalanced data
Jan 20, 2020statistics machine-learning -
The Idea Maze
Oldie, but a goodie: The Idea Maze by Balaji Srinivasan. Think through your ideas!
Dec 24, 2019career-advice strategy -
Improve your Win Rate
How do you capitalize on your edge?
Oct 26, 2019sports statistics -
Hierarchical Job Clusters
NLP and jobs
May 1, 2018scraping nlp machine-learning -
Harness Your Fitbit Data
Ownership of a Fitbit is highly correlated to obsessive compulsive behavior.
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Beer Nutrition
Beer & data, what more can you ask for?
Mar 20, 2018modeling statistics -
Child Care Business in NJ
Graphing and maps.
Mar 15, 2018graphing -
Rush Hour at Penn Station
Scraping Penn Station data to get an edge
Mar 8, 2018cloud scraping modeling machine-learning -
Book Review: Peak by Anders Ericsson
Book review of Peak by Anders Ericsson
Jan 1, 2018book-review -
High Output Management by Andrew Grove
Book review of High Output Management by Andrew Grove
Jan 1, 2018book-review