Data Science, Big Data, ML, DL and stuff
78 subscribers
18 photos
6 files
25 links
Download Telegram
Forwarded from Qorpi 💻
[email protected]
1.5 MB
📗Think Stats: Probability and
Statistics for Programmers
📕کتاب امار و احتمال برای برنامه نویسان(کسانی که بدنبال یادگیری دیتا ساینس هستند حتما این کتاب را بخوانند|این کتاب با زبان پایتون توضیح داده شده)

#Probability
#Statistics
#Machine_learning
#Python

💻Qorpi Academy
AI&ML workgroup
Science workgroup
https://t.iss.one/qorpi
𝐍𝐞𝐰 𝐃𝐞𝐞𝐩 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠 𝐂𝐨𝐮𝐫𝐬𝐞! 🚀📚🥳

The NYU Center for Data Science made their Deep Learning course public and shared all the class material (notebook, slides, video lectures). The class is taught by Yann LeCun, VP and Chief AI Scientist at Facebook, and Alfredo Canziani, Professor of Computer Science at New York University.

The course materials are available both in 𝐄𝐧𝐠𝐥𝐢𝐬𝐡 🇬🇧and 𝐅𝐫𝐞𝐧𝐜𝐡 🇫🇷.

The course covers the following topics:
𝐈𝐧𝐭𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐨𝐧
- history of deep learning models
- Gradient descent and the backpropagation algorithm
- Neural nets inference, architect, and training

𝐏𝐚𝐫𝐚𝐦𝐞𝐭𝐞𝐫𝐬 𝐬𝐡𝐚𝐫𝐢𝐧𝐠
- Recurrent and convolutional nets
- ConvNets in practice
- Recurrent neural networks and LSTM

𝐄𝐧𝐞𝐫𝐠𝐲 𝐛𝐚𝐬𝐞𝐝 𝐦𝐨𝐝𝐞𝐥𝐬, 𝐟𝐨𝐮𝐧𝐝𝐚𝐭𝐢𝐨𝐧𝐬
- Energy based models
- LV-EBMs models

𝐀𝐬𝐬𝐨𝐜𝐢𝐚𝐭𝐢𝐯𝐞 𝐦𝐞𝐦𝐨𝐫𝐢𝐞𝐬
- Energy based models
- Attention & transformer

𝐆𝐫𝐚𝐩𝐡𝐬
- Graph transformer nets
- Graph convolutional nets
- Control

𝐏𝐥𝐚𝐧𝐧𝐢𝐧𝐠 𝐚𝐧𝐝 𝐜𝐨𝐧𝐭𝐫𝐨𝐥
- The Truck Backer-Upper
- Prediction and Planning Under Uncertainty

𝐎𝐩𝐭𝐢𝐦𝐢𝐳𝐚𝐭𝐢𝐨𝐧
- Models Optimization

Course materials 📚:
𝐂𝐨𝐮𝐫𝐬𝐞 𝐧𝐨𝐭𝐞𝐛𝐨𝐨𝐤 [𝐄𝐧𝐠𝐥𝐢𝐬𝐡 𝐯𝐞𝐫𝐬𝐢𝐨𝐧]: https://lnkd.in/gpZi-adE
𝐂𝐨𝐮𝐫𝐬𝐞 𝐧𝐨𝐭𝐞𝐛𝐨𝐨𝐤 [𝐅𝐫𝐞𝐧𝐜𝐡 𝐯𝐞𝐫𝐬𝐢𝐨𝐧]: https://lnkd.in/gAzgrMWx
𝐂𝐨𝐮𝐫𝐬𝐞 𝐯𝐢𝐝𝐞𝐨𝐬 𝐥𝐞𝐜𝐭𝐮𝐫𝐞𝐬: https://lnkd.in/gGnRDiR5
𝐒𝐨𝐮𝐫𝐜𝐞 𝐜𝐨𝐝𝐞: https://lnkd.in/gwFyzqGV
𝐑𝐞𝐝𝐝𝐢𝐭 𝐟𝐨𝐫𝐦: https://lnkd.in/gnU-3528

#deep_learning #datascience #neuralnetworks #ai #python #machine_learning #course

🆔 @Data_science_hub