Ai roadmap

-

 1:https://www.youtube.com/watch?v=H-RKfV2ZJbI

maths: 3 blue one brown video 

khan academy

free code camp


calculus

diff and integration

linera algebra

probability

diff and integration


python:-basics datatypes if else for loop oops concept function simple project

 game

free code camp 

tech with tim


3 data analysis :-

1:numpy:--number//array form   //Python library used for working with arrays


2 pandas:-tabular form//.csv how to extract data from that tabular form

//Pandas is a Python library used for working with data sets


3:matpltib :--

//Matplotlib is a comprehensive library for 

creating static, animated, and interactive visualizations in Python.

to represent the data...



framework:--

1:pytorch

2:scikit learn

.......................basic idea 

3: tensorflow

4:kera


model:-- 

course sera machine learning

supervised learning........lebel..

regression problem:-

logistic regression

polynomial regression

 classification problem

k nearest neighbors

to chose which model is best


unsupervised learning...no lebel

cluster

reinforcement learning...insentive....

tech with tim api plays flappy bird


practice

kaggle.com 

data sets

titanich data sets

cipfar ten

mnist

fashion mnist


neural networks://deep learning

backpropogation


cnn:--

nlp

rnn hugging phase

andre kapathy:-neural network

cs 50 ai course


learn generating ai

deep learning ai tutorial of ai deeplearning of ai[prompt of ai]

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