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
New
waseigo
Top-tier LLMs, Rust and Erlang NIFs; nifty, and night and day vs. C, but let me tell you about vibe coding… After I submitted my blog po...
New
John-BoothIQ
TL;DR: Good: AI is great at Elixir. It gets better as your codebase grows. Bad: It defaults to defensive, imperative code. You need...
New

Other popular topics Top

Devtalk
Reading something? Working on something? Planning something? Changing jobs even!? If you’re up for sharing, please let us know what you’...
1052 21915 398
New
Exadra37
Please tell us what is your preferred monitor setup for programming(not gaming) and why you have chosen it. Does your monitor have eye p...
New
brentjanderson
Bought the Moonlander mechanical keyboard. Cherry Brown MX switches. Arms and wrists have been hurting enough that it’s time I did someth...
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
I ended up cancelling my Moonlander order as I think it’s just going to be a bit too bulky for me. I think the Planck and the Preonic (o...
New
AstonJ
Biggest jackpot ever apparently! :upside_down_face: I don’t (usually) gamble/play the lottery, but working on a program to predict the...
New
foxtrottwist
A few weeks ago I started using Warp a terminal written in rust. Though in it’s current state of development there are a few caveats (tab...
New
DevotionGeo
I have always used antique keyboards like Cherry MX 1800 or Cherry MX 8100 and almost always have modified the switches in some way, like...
New
AstonJ
This is a very quick guide, you just need to: Download LM Studio: https://lmstudio.ai/ Click on search Type DeepSeek, then select the o...
New
PragmaticBookshelf
A concise guide to MySQL 9 database administration, covering fundamental concepts, techniques, and best practices. Neil Smyth MySQL...
New