inPace
New in inPace 1.24جديد في inPace 1.24
The longest path in the library, taken in the right order. Python, the maths, classic machine learning, then deep learning up to transformers. It holds the maths and deep learning paths inside it.
byمن إعداد inPace checkedموثّق
Following a roadmap needs inPace 1.24 or newer. With an older version you can still add each course on its own.متابعة مسار التعلّم تحتاج inPace 1.24 أو أحدث. ومع إصدار أقدم يمكنك إضافة كل دورة وحدها. Get the newest inPaceحمّل أحدث inPace
Every course after this one uses Python. Skip it if you already write Python comfortably.
The maths starts here. Take your time with it, it pays off for the rest of the road.
Eigenvalues, the SVD and gradients. This is where backpropagation comes from.
Uncertainty and how models learn: probability, Bayes and gradient descent.
The maths put to work. Regression, PCA, mixtures and SVMs.
Now the classic algorithms, with the maths already in your pocket.
Your first neural networks, how to judge a model, and decision trees.
Clustering, recommenders and reinforcement learning.
Deep learning, in five parts. The first one builds a network by hand.
Make networks train well. Regularization, optimizers and tuning.
Short and practical. How to run a real machine learning project.
Networks that see. Convolutions and computer vision.
Attention and transformers, the ideas behind today's language models.
Finish every course that isn't optional. In inPace, Tempo reaches the harbour and opens a chest of shells on his island.أنهِ كل دورة غير اختيارية. في inPace يصل تمبو إلى الميناء ويفتح صندوق أصداف على جزيرته.