What is Random Forest?
Code Conversations3 Joulu 2024

What is Random Forest?

Random Forest is a machine learning model used for making predictions. It uses a collection of decision trees, each trained on a random subset of data, to enhance prediction accuracy.

Decision trees are a simpler type of model that use a series of decisions to classify data. They are susceptible to problems like bias and overfitting.

Imagine deciding whether to play golf. A decision tree might consider factors like time, weather, and availability of clubs.

Overfitting occurs when a model memorizes the training data instead of generalizing from it. This makes the model less effective at predicting future data.

Bias in a decision tree can arise when the data is not split evenly during training, leading to an incomplete view of the data points.

Random Forest helps reduce overfitting and bias by combining predictions from multiple decision trees. If some trees are irrelevant, they are ignored.

Using multiple decision trees with different criteria improves the Random Forest's performance. Think of it like getting advice from several people who have built different decision trees based on their own experiences.

https://youtu.be/gkXX4h3qYm4?si=WzREvnGjTCpT3Znv

Tämä jakso on lisätty Podme-palveluun avoimen RSS-syötteen kautta eikä se ole Podmen omaa tuotantoa. Siksi jakso saattaa sisältää mainontaa.

Jaksot(131)

Using GPT Visual Capabilities to Solve a Wordle Puzzle

Using GPT Visual Capabilities to Solve a Wordle Puzzle

In this session, we will explore what this model can do, and rather than just showing a perfect polished final demo, I will walk you through my entire journey of trying to use the model to solve Wordl...

26 Joulu 202513min

Video Game AI for Business Applications

Video Game AI for Business Applications

The focus upon AI continues to be the predominant technology subject of the day; it’s the must-have feature of any new product or service; it’s at the forefront of many discussions about ethics, attri...

23 Joulu 202513min

Building specialized AI Copilots with RAG

Building specialized AI Copilots with RAG

AI CoPilots are all the rage - but none quite offer that personalised butler service SciFi told us we might one day have.To understand what it takes to train a CoPilot, we will see how training a mode...

19 Joulu 202514min

The Rise of the Design Engineer

The Rise of the Design Engineer

As we enter the age of AI, the roles of programmers and designers are evolving. The convergence of design and code signals a narrowing gap, prompting us to question the future landscape of design. Wil...

16 Joulu 202515min

Cracking the Furby Code Evolving an Icon

Cracking the Furby Code Evolving an Icon

It’s 1998. It’s the year of Britney Spears, The Spice Girls, the first Google Doodle, and the year Titanic dominated the box office.It’s also the year Hasbro gifted us with the Furby, the first succes...

12 Joulu 202516min

GitHub Copilot AI for Coding, Learning, and Building

GitHub Copilot AI for Coding, Learning, and Building

It's time you meet your AI pair programmer. Do you find yourself stuck on a chunk of code? Unsure of how best to center a div? GitHub Copilot can help. Get unstuck by seeing suggested lines or code, w...

9 Joulu 202516min

LLM Process Prompt to Prediction

LLM Process Prompt to Prediction

Natural language processing using generative pre-trained transformers (GPT) algorithms is a rapidly evolving field that offers many opportunities and challenges for application developers. But what is...

5 Joulu 202515min

AI Tools Change Software Design Not Just Speed

AI Tools Change Software Design Not Just Speed

AI is due to revolutionize the life of a developer, with Microsoft leading the way, combining the public code base of GitHub.com with ChatGPT to product Copilot to speed code generation and increase d...

2 Joulu 202514min

Suosittua kategoriassa Koulutus

rss-murhan-anatomia
psykopodiaa-podcast
voi-hyvin-meditaatiot-2
adhd-podi
rss-rahamania
rss-valo-minussa-2
rss-luonnollinen-synnytys-podcast
rss-liian-kuuma-peruna
rss-narsisti
rahapuhetta
kesken
ihminen-tavattavissa-tommy-hellsten-instituutti
rss-tietoinen-yhteys-podcast-2
rss-arkea-ja-aurinkoa-podcast-espanjasta
rss-niinku-asia-on
aamukahvilla
dear-ladies
filocast-filosofian-perusteet
rss-vapaudu-voimaasi
rss-ammattipuhuja