masterhood13

masterhood13

Part 2 of My Dota 2 Match Outcome Predictor

[Project Update] Part 2 of My Dota 2 Match Outcome Predictor – Now Available!

Hey DevTalk community!

I just published the second part of my series on building a Dota 2 Match Outcome Predictor. This project combines machine learning with feature engineering to try and forecast match outcomes, using Python as the primary tool.

What’s New in Part 2:

  • Dataset Enhancement: Exploring ways to add valuable context to our data and handle unique in-game events.
  • Feature Engineering: Selecting and testing new features that could capture the game dynamics more accurately.
  • Challenges and Technical Insights: From balancing data to working with game-specific features, I go over the issues I encountered and the solutions that helped.

Tools & Libraries Used:

Pandas, Scikit-Learn, and NumPy for data manipulation and ML, plus a few custom scripts to preprocess and enrich data.

If you’re into Python, gaming analytics, or machine learning, I’d love to hear your feedback on how I can improve the model. I’m especially interested in any tips on feature engineering and managing data with high dimensionality.

Check out the article here: https://medium.com/@masterhood13/building-a-dota-2-match-outcome-predictor-part-2-enhancing-the-dataset-and-adding-new-features-3522965de468

Looking forward to your thoughts and ideas!

python devtalk #MachineLearning #Dota2 #FeatureEngineering #PredictiveModeling

Where Next?

Popular Ai topics Top

tonyxrandall
The rapid development of AI (artificial intelligence) has opened up new ethical frontiers at a startling pace. As the impact of AI is so ...
New
tonyxrandall
According to the latest data, the number of AI-related jobs has increased by a gigantic 119% since 2015. What’s more, as more companies i...
New
tonyxrandall
Artificial intelligence is a booming industry. This is a great chance to find just the right job for you. The tips and ideas below will h...
#ai
New
RobertRichards
In the early days, online gaming was limited to the screens of smartphones, PCs, tablets, and other devices. However, with the advent of ...
New
masterhood13
I just published an article detailing my journey in building a Dota 2 Match Outcome Predictor using machine learning and data analysis. I...
New
masterhood13
[Project Update] Part 2 of My Dota 2 Match Outcome Predictor – Now Available! Hey DevTalk community! I just published the second part o...
New
ozornin
I recently wrote an essay on effects of AI, how it all can become real bad, and how we can avoid it. I started writing the post intend...
New

Other popular topics Top

New
AstonJ
You might be thinking we should just ask who’s not using VSCode :joy: however there are some new additions in the space that might give V...
New
AstonJ
poll poll Be sure to check out @Dusty’s article posted here: An Introduction to Alternative Keyboard Layouts It’s one of the best write-...
New
AstonJ
There’s a whole world of custom keycaps out there that I didn’t know existed! Check out all of our Keycaps threads here: https://forum....
New
AstonJ
I have seen the keycaps I want - they are due for a group-buy this week but won’t be delivered until October next year!!! :rofl: The Ser...
New
AstonJ
In case anyone else is wondering why Ruby 3 doesn’t show when you do asdf list-all ruby :man_facepalming: do this first: asdf plugin-upd...
New
rustkas
Intensively researching Erlang books and additional resources on it, I have found that the topic of using Regular Expressions is either c...
New
PragmaticBookshelf
Build efficient applications that exploit the unique benefits of a pure functional language, learning from an engineer who uses Haskell t...
New
PragmaticBookshelf
Author Spotlight: Peter Ullrich @PJUllrich Data is at the core of every business, but it is useless if nobody can access and analyze ...
New
Fl4m3Ph03n1x
Background Lately I am in a quest to find a good quality TTS ai generation tool to run locally in order to create audio for some videos I...
New
OSZAR »