Degrees of Freedom and Curse of Dimensionality | Data Science Interview Questions | Machine Learning
🟠 Full Video - https://www.youtube.com/watch?v=q5Z34bxtUig&list=PLxqBkZuBynVS3RtJITF-DOxqfwT97PW_x&index=145&ab_channel=Rohan-Paul-AI
The Relationship between the Curse of Dimensionality and Degrees of Freedom
Degrees of Freedom (DoF) refers to the number of independent parameters or variables in a model or system. It represents the flexibility of the model to adapt to the data. In the context of statistical modeling, DoF is often used to assess the complexity of a model, with more complex models having higher DoF.
The dimension of a mathematical object is the number of independent variables needed to fully describe it. A point has 0 dimensions. A line has 1 dimension, a square has 2 dimensions and a cube has 3 dimensions. On a line we need one variable, let’s say the distance from a starting point in order to pinpoint our position. On a square, we need at least 2 pieces of information (x and y). In a cube, we need 3 coordinates (x,y,z)
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I am a Banker turned Trader & Machine Learning Engineer | Kaggle Master. Follow me on 🐦 TWITTER: https://twitter.com/rohanpaul_ai - for daily tips on Machine Learning & DeepLearning.
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You can find me here:
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🐦 TWITTER: https://twitter.com/rohanpaul_ai
🟠 Substack : https://substack.com/profile/5815161-rohan-paul
👨🔧 Kaggle: https://www.kaggle.com/paulrohan2020
👨🏻💼 LINKEDIN: https://www.linkedin.com/in/rohan-paul-b27285129/
👨💻 GITHUB: https://github.com/rohan-paul
🧑🦰 Facebook Page: https://www.facebook.com/rohanpaulai/
📸 Instagram: https://www.instagram.com/rohan_paul_2020/
🟠 My YouTube-Finance Channel: https://www.youtube.com/@paulrohan/videos
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Видео Degrees of Freedom and Curse of Dimensionality | Data Science Interview Questions | Machine Learning канала Rohan-Paul-AI
The Relationship between the Curse of Dimensionality and Degrees of Freedom
Degrees of Freedom (DoF) refers to the number of independent parameters or variables in a model or system. It represents the flexibility of the model to adapt to the data. In the context of statistical modeling, DoF is often used to assess the complexity of a model, with more complex models having higher DoF.
The dimension of a mathematical object is the number of independent variables needed to fully describe it. A point has 0 dimensions. A line has 1 dimension, a square has 2 dimensions and a cube has 3 dimensions. On a line we need one variable, let’s say the distance from a starting point in order to pinpoint our position. On a square, we need at least 2 pieces of information (x and y). In a cube, we need 3 coordinates (x,y,z)
-----------------
-----------------
I am a Banker turned Trader & Machine Learning Engineer | Kaggle Master. Follow me on 🐦 TWITTER: https://twitter.com/rohanpaul_ai - for daily tips on Machine Learning & DeepLearning.
----------------
You can find me here:
**********************************************
🐦 TWITTER: https://twitter.com/rohanpaul_ai
🟠 Substack : https://substack.com/profile/5815161-rohan-paul
👨🔧 Kaggle: https://www.kaggle.com/paulrohan2020
👨🏻💼 LINKEDIN: https://www.linkedin.com/in/rohan-paul-b27285129/
👨💻 GITHUB: https://github.com/rohan-paul
🧑🦰 Facebook Page: https://www.facebook.com/rohanpaulai/
📸 Instagram: https://www.instagram.com/rohan_paul_2020/
🟠 My YouTube-Finance Channel: https://www.youtube.com/@paulrohan/videos
**********************************************
Other Playlist you might like 👇
🟠 MachineLearning & DeepLearning Concepts & interview Question Playlist - https://bit.ly/380eYDj
🟠 ComputerVision / DeepLearning Algorithms Implementation Playlist - https://bit.ly/36jEvpI
🟠 DataScience | MachineLearning Projects Implementation Playlist - https://bit.ly/39MEigt
🟠 Natural Language Processing Playlist : https://bit.ly/3P6r2CL
#langchain #openai #gpt4 #openaiapi #llm #largelanguagemodel
#machinelearninginterview #interviewprep #interviewquestions #huggingface
#naturallanguageprocessing #transformers #machinelearning #datascience #nlp #textprocessing #kaggle #tensorflow #pytorch #deeplearning #deeplearningai #100daysofmlcode #neuralnetworks #pythonprogramming #python #100DaysOfMLCode #softwareengineer #dataanalysis #machinelearningalgorithms #computervision #coding #bigdata #computerscience #tech #data #iot #software #dataanalytics #programmer #ml #coder #analytics
Видео Degrees of Freedom and Curse of Dimensionality | Data Science Interview Questions | Machine Learning канала Rohan-Paul-AI
Machine Learning data science Python Tensorflow Learn Machine Learning deep learning tutorial deep learning projects data science project machine learning tutorial learn machine learning with python machine learning course machine learning algorithms machine learning projects deep learning paper deep learning from scratch Deep Learning natural language processing hugging face Deep Learning for NLP Kaggle Competition Kaggle huggingface
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