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

Other popular topics Top

AstonJ
A thread that every forum needs! Simply post a link to a track on YouTube (or SoundCloud or Vimeo amongst others!) on a separate line an...
New
ohm
Which, if any, games do you play? On what platform? I just bought (and completed) Minecraft Dungeons for my Nintendo Switch. Other than ...
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
PragmaticBookshelf
Rust is an exciting new programming language combining the power of C with memory safety, fearless concurrency, and productivity boosters...
New
AstonJ
Thanks to @foxtrottwist’s and @Tomas’s posts in this thread: Poll: Which code editor do you use? I bought Onivim! :nerd_face: https://on...
New
AstonJ
Do the test and post your score :nerd_face: :keyboard: If possible, please add info such as the keyboard you’re using, the layout (Qw...
New
PragmaticBookshelf
Author Spotlight Jamis Buck @jamis This month, we have the pleasure of spotlighting author Jamis Buck, who has written Mazes for Prog...
New
AnfaengerAlex
Hello, I’m a beginner in Android development and I’m facing an issue with my project setup. In my build.gradle.kts file, I have the foll...
New
AstonJ
This is cool! DEEPSEEK-V3 ON M4 MAC: BLAZING FAST INFERENCE ON APPLE SILICON We just witnessed something incredible: the largest open-s...
New
AstonJ
Curious what kind of results others are getting, I think actually prefer the 7B model to the 32B model, not only is it faster but the qua...
New