Willie M.
@williemaize.bsky.social
All things #data | #cloud | #machinelearning | #AI
Life Learner. Currently learning: #timeseries
Views expressed are my own. Find me at https://godot107.github.io/
Life Learner. Currently learning: #timeseries
Views expressed are my own. Find me at https://godot107.github.io/
🚀 Exploring APIs with Postman!
Just wrapped up some great tutorials on using variables and building dynamic requests in Postman. Super helpful for streamlining API testing!
📘 Postman Docs learning.postman.com/docs/sending...
🎥 YouTube Tutorial [https://www.youtube.com/watch?v=IjVVQmQIiBg]
Just wrapped up some great tutorials on using variables and building dynamic requests in Postman. Super helpful for streamlining API testing!
📘 Postman Docs learning.postman.com/docs/sending...
🎥 YouTube Tutorial [https://www.youtube.com/watch?v=IjVVQmQIiBg]
Store and reuse values using variables | Postman Docs
Postman is a collaboration platform for API development. Postman's features simplify each step of building an API and streamline collaboration so you can create better APIs—faster.
learning.postman.com
May 14, 2025 at 4:35 PM
🚀 Exploring APIs with Postman!
Just wrapped up some great tutorials on using variables and building dynamic requests in Postman. Super helpful for streamlining API testing!
📘 Postman Docs learning.postman.com/docs/sending...
🎥 YouTube Tutorial [https://www.youtube.com/watch?v=IjVVQmQIiBg]
Just wrapped up some great tutorials on using variables and building dynamic requests in Postman. Super helpful for streamlining API testing!
📘 Postman Docs learning.postman.com/docs/sending...
🎥 YouTube Tutorial [https://www.youtube.com/watch?v=IjVVQmQIiBg]
🔧 Just wrapped up the Feature Engineering course on Kaggle! From transforming raw data to crafting powerful signals, this course sharpened my ability to unlock hidden patterns and boost model performance. #MachineLearning #DataScience #Kaggle
May 2, 2025 at 3:26 AM
🔧 Just wrapped up the Feature Engineering course on Kaggle! From transforming raw data to crafting powerful signals, this course sharpened my ability to unlock hidden patterns and boost model performance. #MachineLearning #DataScience #Kaggle
📊 New to time series forecasting?
Learn ARIMA modeling in this clear, hands-on guide from DataCamp!
Perfect for data science beginners.
🔗 www.datacamp.com/tutorial/arima
#ARIMA #TimeSeries #DataScience #Forecasting
Learn ARIMA modeling in this clear, hands-on guide from DataCamp!
Perfect for data science beginners.
🔗 www.datacamp.com/tutorial/arima
#ARIMA #TimeSeries #DataScience #Forecasting
ARIMA for Time Series Forecasting: A Complete Guide
Learn the key components of the ARIMA model, how to build and optimize it for accurate forecasts, and explore its applications across industries.
www.datacamp.com
April 29, 2025 at 10:00 PM
📊 New to time series forecasting?
Learn ARIMA modeling in this clear, hands-on guide from DataCamp!
Perfect for data science beginners.
🔗 www.datacamp.com/tutorial/arima
#ARIMA #TimeSeries #DataScience #Forecasting
Learn ARIMA modeling in this clear, hands-on guide from DataCamp!
Perfect for data science beginners.
🔗 www.datacamp.com/tutorial/arima
#ARIMA #TimeSeries #DataScience #Forecasting
Ever wonder how neural networks actually learn? It all starts with a simple but powerful concept from calculus: the chain rule.
📚 Dive in and level up your math game:
👉 machinelearningmastery.com/the-chain-ru...
#MachineLearning #DeepLearning #Backpropagation #NeuralNetworks #DataScience #AI
📚 Dive in and level up your math game:
👉 machinelearningmastery.com/the-chain-ru...
#MachineLearning #DeepLearning #Backpropagation #NeuralNetworks #DataScience #AI
The Chain Rule of Calculus for Univariate and Multivariate Functions - MachineLearningMastery.com
The chain rule allows us to find the derivative of composite functions. It is computed extensively by the backpropagation algorithm, in order to train feedforward neural networks. By applying the chai...
machinelearningmastery.com
April 26, 2025 at 3:59 AM
Ever wonder how neural networks actually learn? It all starts with a simple but powerful concept from calculus: the chain rule.
📚 Dive in and level up your math game:
👉 machinelearningmastery.com/the-chain-ru...
#MachineLearning #DeepLearning #Backpropagation #NeuralNetworks #DataScience #AI
📚 Dive in and level up your math game:
👉 machinelearningmastery.com/the-chain-ru...
#MachineLearning #DeepLearning #Backpropagation #NeuralNetworks #DataScience #AI
Today's challenge on LeetCode: Patients With a Condition
Hint: Use .contains() with regex to handle variations
Give it a shot! [https://leetcode.com/problems/patients-with-a-condition?envType=study-plan-v2&envId=30-days-of-pandas&lang=pythondata] How did you approach it?
#Python #Pandas #DataScience
Hint: Use .contains() with regex to handle variations
Give it a shot! [https://leetcode.com/problems/patients-with-a-condition?envType=study-plan-v2&envId=30-days-of-pandas&lang=pythondata] How did you approach it?
#Python #Pandas #DataScience
March 6, 2025 at 3:52 AM
Today's challenge on LeetCode: Patients With a Condition
Hint: Use .contains() with regex to handle variations
Give it a shot! [https://leetcode.com/problems/patients-with-a-condition?envType=study-plan-v2&envId=30-days-of-pandas&lang=pythondata] How did you approach it?
#Python #Pandas #DataScience
Hint: Use .contains() with regex to handle variations
Give it a shot! [https://leetcode.com/problems/patients-with-a-condition?envType=study-plan-v2&envId=30-days-of-pandas&lang=pythondata] How did you approach it?
#Python #Pandas #DataScience
🚀 Content-based filtering suggests items using user preferences & item attributes—no big user base needed!
🔍 Google’s ML guide explains it well: developers.google.com/machine-learning/recommendation
#MachineLearning #RecommendationSystems #AI
🔍 Google’s ML guide explains it well: developers.google.com/machine-learning/recommendation
#MachineLearning #RecommendationSystems #AI
Introduction | Machine Learning | Google for Developers
developers.google.com
March 5, 2025 at 2:55 AM
🚀 Content-based filtering suggests items using user preferences & item attributes—no big user base needed!
🔍 Google’s ML guide explains it well: developers.google.com/machine-learning/recommendation
#MachineLearning #RecommendationSystems #AI
🔍 Google’s ML guide explains it well: developers.google.com/machine-learning/recommendation
#MachineLearning #RecommendationSystems #AI
Sharpening my coding skills with LeetCode! 🧠💻 Try this SQL + Regex challenge: Find users with valid emails. Can you solve it? 👀
🔗 leetcode.com/problems/fin... 💡 Need a hint? Here you go: leetcode.com/problems/fin...
#LeetCode #SQL #Regex
🔗 leetcode.com/problems/fin... 💡 Need a hint? Here you go: leetcode.com/problems/fin...
#LeetCode #SQL #Regex
Find Users With Valid E-Mails - LeetCode
Can you solve this real interview question? Find Users With Valid E-Mails - Table: Users
+---------------+---------+
| Column Name | Type |
+---------------+---------+
| user_id | int ...
leetcode.com
March 4, 2025 at 10:19 PM
Sharpening my coding skills with LeetCode! 🧠💻 Try this SQL + Regex challenge: Find users with valid emails. Can you solve it? 👀
🔗 leetcode.com/problems/fin... 💡 Need a hint? Here you go: leetcode.com/problems/fin...
#LeetCode #SQL #Regex
🔗 leetcode.com/problems/fin... 💡 Need a hint? Here you go: leetcode.com/problems/fin...
#LeetCode #SQL #Regex
🚀 Why loc in pandas is faster than subsetting:
⚡ Direct label access (no recalculations)
💾 View vs. Copy (loc returns a view, subsetting makes a copy)
⚙ Cython-optimized for speed
🏃 Less overhead in chained ops
#Python #DataScience #pandas
⚡ Direct label access (no recalculations)
💾 View vs. Copy (loc returns a view, subsetting makes a copy)
⚙ Cython-optimized for speed
🏃 Less overhead in chained ops
#Python #DataScience #pandas
February 26, 2025 at 6:03 AM
🚀 Why loc in pandas is faster than subsetting:
⚡ Direct label access (no recalculations)
💾 View vs. Copy (loc returns a view, subsetting makes a copy)
⚙ Cython-optimized for speed
🏃 Less overhead in chained ops
#Python #DataScience #pandas
⚡ Direct label access (no recalculations)
💾 View vs. Copy (loc returns a view, subsetting makes a copy)
⚙ Cython-optimized for speed
🏃 Less overhead in chained ops
#Python #DataScience #pandas
PDF: Given a model, how likely is the data?
Likelihood: Given the data, which model parameters make it most probable? This is key in ML models like Logistic Regression using MLE for parameter tuning.
👉 Learn: www.geeksforgeeks.org/probability-...
#MLE #MachineLearning #AI #DataScience
Likelihood: Given the data, which model parameters make it most probable? This is key in ML models like Logistic Regression using MLE for parameter tuning.
👉 Learn: www.geeksforgeeks.org/probability-...
#MLE #MachineLearning #AI #DataScience
Probability Density Estimation & Maximum Likelihood Estimation - GeeksforGeeks
A Computer Science portal for geeks. It contains well written, well thought and well explained computer science and programming articles, quizzes and practice/competitive programming/company interview...
www.geeksforgeeks.org
February 26, 2025 at 3:02 AM
PDF: Given a model, how likely is the data?
Likelihood: Given the data, which model parameters make it most probable? This is key in ML models like Logistic Regression using MLE for parameter tuning.
👉 Learn: www.geeksforgeeks.org/probability-...
#MLE #MachineLearning #AI #DataScience
Likelihood: Given the data, which model parameters make it most probable? This is key in ML models like Logistic Regression using MLE for parameter tuning.
👉 Learn: www.geeksforgeeks.org/probability-...
#MLE #MachineLearning #AI #DataScience
Unlock the power of Exploratory Data Analysis (EDA) to make smarter decisions and uncover hidden insights!
EDA helps you understand your data’s structure, spot patterns, and detect anomalies
www.ibm.com/think/topics...
#DataScience #EDA #Analytics #MachineLearning #BigData #DataDriven
EDA helps you understand your data’s structure, spot patterns, and detect anomalies
www.ibm.com/think/topics...
#DataScience #EDA #Analytics #MachineLearning #BigData #DataDriven
What is Exploratory Data Analysis? | IBM
Exploratory data analysis is a method used to analyze and summarize data sets.
www.ibm.com
February 19, 2025 at 1:11 AM
Unlock the power of Exploratory Data Analysis (EDA) to make smarter decisions and uncover hidden insights!
EDA helps you understand your data’s structure, spot patterns, and detect anomalies
www.ibm.com/think/topics...
#DataScience #EDA #Analytics #MachineLearning #BigData #DataDriven
EDA helps you understand your data’s structure, spot patterns, and detect anomalies
www.ibm.com/think/topics...
#DataScience #EDA #Analytics #MachineLearning #BigData #DataDriven
🚀 Want to break into cloud computing? I share my journey to AWS & Azure certs—study tips, key resources & career impact! Check it out:
Check it out here: godot107.github.io/projects/clo...
#CloudComputing #Certification #CareerGrowth #CloudComputing #AWS #Azure
Check it out here: godot107.github.io/projects/clo...
#CloudComputing #Certification #CareerGrowth #CloudComputing #AWS #Azure
Head in the Cloud (Technology) | Willie Man
My Journey in Learning the Cloud - AWS and Azure
godot107.github.io
February 18, 2025 at 1:44 AM
🚀 Want to break into cloud computing? I share my journey to AWS & Azure certs—study tips, key resources & career impact! Check it out:
Check it out here: godot107.github.io/projects/clo...
#CloudComputing #Certification #CareerGrowth #CloudComputing #AWS #Azure
Check it out here: godot107.github.io/projects/clo...
#CloudComputing #Certification #CareerGrowth #CloudComputing #AWS #Azure
🚀 New Article: Dive into sentiment analysis of Amazon reviews using TF-IDF and Logistic Regression! Learn how to extract insights, balance classes, and boost model performance. 📖 Read: [https://medium.com/@manwill/sentiment-analysis-with-tf-idf-and-logistic-regression-f4cd86f359a1] #DataScience
February 15, 2025 at 10:46 PM
🚀 New Article: Dive into sentiment analysis of Amazon reviews using TF-IDF and Logistic Regression! Learn how to extract insights, balance classes, and boost model performance. 📖 Read: [https://medium.com/@manwill/sentiment-analysis-with-tf-idf-and-logistic-regression-f4cd86f359a1] #DataScience
Too much bias? Model underfits. Too much variance? Model overfits. The key is balance—generalizing well to new data.
Great breakdown here: Machine Learning Mastery machinelearningmastery.com/gentle-intro...
#MachineLearning #AI #DataScience
Great breakdown here: Machine Learning Mastery machinelearningmastery.com/gentle-intro...
#MachineLearning #AI #DataScience
Gentle Introduction to the Bias-Variance Trade-Off in Machine Learning - MachineLearningMastery.com
Supervised machine learning algorithms can best be understood through the lens of the bias-variance trade-off. In this post, you will discover the Bias-Variance Trade-Off and how to use it to better u...
machinelearningmastery.com
February 15, 2025 at 9:54 PM
Too much bias? Model underfits. Too much variance? Model overfits. The key is balance—generalizing well to new data.
Great breakdown here: Machine Learning Mastery machinelearningmastery.com/gentle-intro...
#MachineLearning #AI #DataScience
Great breakdown here: Machine Learning Mastery machinelearningmastery.com/gentle-intro...
#MachineLearning #AI #DataScience
Building a sentiment analysis model using GloVe word embeddings! Excited to see how pre-trained vectors capture word meaning to improve accuracy. #AI #NLP #MachineLearning #GloVe
February 11, 2025 at 5:00 AM
Building a sentiment analysis model using GloVe word embeddings! Excited to see how pre-trained vectors capture word meaning to improve accuracy. #AI #NLP #MachineLearning #GloVe
Machine Learning 101: A Glossary for Everyone!
Whether you're new to ML or brushing up on key concepts, this glossary from DeepAI is a fantastic resource! It covers everything from activation functions to zero-shot learning in an easy-to-understand way.
deepai.org/machine-lear...
Whether you're new to ML or brushing up on key concepts, this glossary from DeepAI is a fantastic resource! It covers everything from activation functions to zero-shot learning in an easy-to-understand way.
deepai.org/machine-lear...
Machine Learning
A field of computer science that aims to teach computers how to learn and act without being explicitly programmed.
deepai.org
February 7, 2025 at 4:48 AM
Machine Learning 101: A Glossary for Everyone!
Whether you're new to ML or brushing up on key concepts, this glossary from DeepAI is a fantastic resource! It covers everything from activation functions to zero-shot learning in an easy-to-understand way.
deepai.org/machine-lear...
Whether you're new to ML or brushing up on key concepts, this glossary from DeepAI is a fantastic resource! It covers everything from activation functions to zero-shot learning in an easy-to-understand way.
deepai.org/machine-lear...
🚀 Excited to launch my personal website[https://godot107.github.io/]!
Explore my journey in data, AI, and machine learning, discover projects from my GitHub, and dive into blogs about family plus more
Check it out and let me know what you think! 🌟 #AI #DataScience #PersonalWebsite
Explore my journey in data, AI, and machine learning, discover projects from my GitHub, and dive into blogs about family plus more
Check it out and let me know what you think! 🌟 #AI #DataScience #PersonalWebsite
January 17, 2025 at 6:47 PM
🚀 Excited to launch my personal website[https://godot107.github.io/]!
Explore my journey in data, AI, and machine learning, discover projects from my GitHub, and dive into blogs about family plus more
Check it out and let me know what you think! 🌟 #AI #DataScience #PersonalWebsite
Explore my journey in data, AI, and machine learning, discover projects from my GitHub, and dive into blogs about family plus more
Check it out and let me know what you think! 🌟 #AI #DataScience #PersonalWebsite
Just completed the @coursera Mathematics for #MachineLearning and #DataScience Specialization [https://tinyurl.com/5cd2fp58] by SerranoAcademy! It covers calculus, linear algebra, and probability with hands-on labs. I've gained a deeper appreciation for math and I'm hungry for more
January 6, 2025 at 6:17 PM
Just completed the @coursera Mathematics for #MachineLearning and #DataScience Specialization [https://tinyurl.com/5cd2fp58] by SerranoAcademy! It covers calculus, linear algebra, and probability with hands-on labs. I've gained a deeper appreciation for math and I'm hungry for more
Latent spaces are the hidden geometry of machine learning, where similar points cluster together in a meaningful, lower-dimensional space. Interpreting them? Tricky but essential for understanding models! 🌌
#MachineLearning #AI
#MachineLearning #AI
December 15, 2024 at 3:56 AM
Latent spaces are the hidden geometry of machine learning, where similar points cluster together in a meaningful, lower-dimensional space. Interpreting them? Tricky but essential for understanding models! 🌌
#MachineLearning #AI
#MachineLearning #AI
As an expecting father, I am imagining what family looks like. I liked how one dad mentioned 'we-time, before me-time.' It's a reminder to prioritize quality time over quantity, as it's so easy to be disengaged. #Fatherhood #ParentingJourney #FamilyFirst open.spotify.com/episode/0Nmq...
Is It Selfish For Me to Have Me-Time as a Dad?
All Pro Dad Podcast · Episode
open.spotify.com
November 26, 2024 at 2:52 PM
As an expecting father, I am imagining what family looks like. I liked how one dad mentioned 'we-time, before me-time.' It's a reminder to prioritize quality time over quantity, as it's so easy to be disengaged. #Fatherhood #ParentingJourney #FamilyFirst open.spotify.com/episode/0Nmq...
🚀 I'm building my GitHub Page and can't wait to integrate it with Bluesky RSS! 🎉 Check out how Bluesky makes this possible: openrss.org/blog/bluesky...
#Bluesky #RSSFeeds #WebDevelopment #GitHubPages #IndieWeb #TechUpdates
#Bluesky #RSSFeeds #WebDevelopment #GitHubPages #IndieWeb #TechUpdates
November 26, 2024 at 4:39 AM
🚀 I'm building my GitHub Page and can't wait to integrate it with Bluesky RSS! 🎉 Check out how Bluesky makes this possible: openrss.org/blog/bluesky...
#Bluesky #RSSFeeds #WebDevelopment #GitHubPages #IndieWeb #TechUpdates
#Bluesky #RSSFeeds #WebDevelopment #GitHubPages #IndieWeb #TechUpdates
Build your personal website with GitHub Pages—free and easy! Fork a template, enable GitHub Pages in settings, and customize with Markdown, HTML, or Jekyll.
Need help? Watch Spencer Pao's guide: How to Create a Personal Website Using GitHub Pages: www.youtube.com/watch?v=g6AJ...
#WebDev #GitHubPages
Need help? Watch Spencer Pao's guide: How to Create a Personal Website Using GitHub Pages: www.youtube.com/watch?v=g6AJ...
#WebDev #GitHubPages
How To Build A Website | Github Pages | Jekyll | Template
YouTube video by Spencer Pao
www.youtube.com
November 25, 2024 at 10:00 PM
Build your personal website with GitHub Pages—free and easy! Fork a template, enable GitHub Pages in settings, and customize with Markdown, HTML, or Jekyll.
Need help? Watch Spencer Pao's guide: How to Create a Personal Website Using GitHub Pages: www.youtube.com/watch?v=g6AJ...
#WebDev #GitHubPages
Need help? Watch Spencer Pao's guide: How to Create a Personal Website Using GitHub Pages: www.youtube.com/watch?v=g6AJ...
#WebDev #GitHubPages
🚀 What is FIX? The Financial Information Exchange (FIX) protocol powers real-time trading by standardizing messages between market participants. 🌐 Used in equities, FX, & derivatives, it's fast, reliable, and reduces manual errors. 📊 The backbone of global finance! 💹 #FinTech #Trading #FIXProtocol
November 23, 2024 at 6:36 PM
🚀 What is FIX? The Financial Information Exchange (FIX) protocol powers real-time trading by standardizing messages between market participants. 🌐 Used in equities, FX, & derivatives, it's fast, reliable, and reduces manual errors. 📊 The backbone of global finance! 💹 #FinTech #Trading #FIXProtocol