The-Grand-Complete-Data-Science-Materials - 包含视频和材料的完整数据科学指南
Created at: 2023-09-19 14:19:22
Language: Jupyter Notebook
License: GPL-2.0
The Grand Complete Data Science Guide With Videos And Materials
1. Complete Python Playlist For Data Analytics And Data Science
- Python In English: https://www.youtube.com/watch?v=bPrmA1SEN2k&list=PLZoTAELRMXVNUL99R4bDlVYsncUNvwUBB
- Python In Hindi: https://www.youtube.com/watch?v=MJd9d9Mpxg0&list=PLTDARY42LDV4qqiJd1Z1tShm3mp9-rP4v
2. Complete Stats Playlist For Data Analytics And Data Science
- Stats In English One Shot: https://www.youtube.com/watch?v=LZzq1zSL1bs
- Stats In English Detailed Playlist: https://www.youtube.com/watch?v=zRUliXuwJCQ&list=PLZoTAELRMXVMhVyr3Ri9IQ-t5QPBtxzJO
- Stats In Hindi Detailed Playlist: https://www.youtube.com/watch?v=7y3XckjaVOw&list=PLTDARY42LDV6YHSRo669_uDDGmUEmQnDJ
3. Complete SQL For Data Analytics And Data Science
- Complete SQl Detailed Playlist English: https://www.youtube.com/watch?v=us1XyayQ6fU&list=PLZoTAELRMXVNMRWlVf0bDDSxNEn38u9Cl
- Complete SQL Detailed Playlist Hindi : Coming Soon
- Complete SQL One Shot : Coming Soon
4. Git And Github Tutorials
- Git and Github Tutorials In English: https://www.youtube.com/watch?v=GW7B6vwktPA&list=PLZoTAELRMXVOSsBerFZKsdCaA4RYr4RGW
- Git and Github Tutorials In Hindi: https://www.youtube.com/watch?v=8KtY8ihZ8ME
5. EDA And Feature Engineering And Feature Selection
- Feature Engineering Detailed Playlist: https://www.youtube.com/watch?v=6WDFfaYtN6s&list=PLZoTAELRMXVPwYGE2PXD3x0bfKnR0cJjN
- Feature Selection Detailed Playlist: https://www.youtube.com/watch?v=uMlU2JaiOd8&list=PLZoTAELRMXVPgjwJ8VyRoqmfNs2CJwhVH
- EDA Detailed Playlist : https://www.youtube.com/watch?v=F-X82zhIfBo&list=PLxvLUL96MOO6F8x2fLgFlNrJVcKPQuS3a
6. Machine Learning Playlist
- Detailed ML Playlist In English: https://www.youtube.com/watch?v=bPrmA1SEN2k&list=PLZoTAELRMXVPBTrWtJkn3wWQxZkmTXGwe
- New ML Playlist 2023 In English(In Progress)- https://www.youtube.com/watch?v=ip4WxEZwEPc&list=PLZoTAELRMXVPMbdMTjwolBI0cJcvASePD
- Machine Learning One Shot In English: https://www.youtube.com/watch?v=JxgmHe2NyeY
- Machine Learning Playlist In Hindi: https://www.youtube.com/watch?v=7uwa9aPbBRU&list=PLTDARY42LDV7WGmlzZtY-w9pemyPrKNUZ
7. Complete Deep Learning And NLP Playlist:
- Complete Deep Learning And NLP Detailed Playlist In English: https://www.youtube.com/watch?v=YFNKnUhm_-s&list=PLZoTAELRMXVPGU70ZGsckrMdr0FteeRUi
- Complete NLP Live Playlist English: https://www.youtube.com/watch?v=w3coRFpyddQ&list=PLZoTAELRMXVNNrHSKv36Lr3_156yCo6Nn
- Complete Deep Learning And NLP Playlist Hindi: Coming soon
8. Important Frameworks for Production Deployments
- Flask Detailed Playlist In English: https://www.youtube.com/watch?v=4L_xAWDRs7w&list=PLZoTAELRMXVPBaLN3e-uoVRR9hlRFRfUc
- Flask One Shot Hindi: https://www.youtube.com/watch?v=KF-rDqQfqz0
- Gradio Framework: https://www.youtube.com/watch?v=wruyZWre2sM
- BentoML: https://www.youtube.com/watch?v=i_FtfdOKa2M
- MLFLOw and Dagshub: https://www.youtube.com/watch?v=qdcHHrsXA48
9. Complete AWS Sagemaker And Sagemaker Studio Tools
- Sagemaker Detailed Playlist: https://www.youtube.com/watch?v=LkR3GNDB0HI&list=PLZoTAELRMXVONh5mHrXowH6-dgyWoC_Ew
- Sagemaker End to End Projects- Coming Soon
10. Complete MLOPS tutorials
- Complete Dockers In One Shot English: https://www.youtube.com/watch?v=8vmKtS8W7IQ
- MLFLOW End to End Tutorials With Deployment: https://www.youtube.com/watch?v=pxk1Fr33-L4
- Evidently AI Model Monitoring: https://www.youtube.com/watch?v=cgc3dSEAel0
- Complete Docker In One Shot Hindi: Coming soon
- Complete Github Action In English: Coming soon
- Complete Kubernetes And Kubeflow Tutorials: Coming Soon
11. End To End ML,DL and NLP Projects- Entire Lifecycle Till Deployment Using Open Source Tools
- End To End ML Projects Playlist In English: https://www.youtube.com/watch?v=S_F_c9e2bz4&list=PLZoTAELRMXVPS-dOaVbAux22vzqdgoGhG&index=1
- End To End ML Playlist In Hindi: https://www.youtube.com/watch?v=NuwUnRpxq2c&list=PLTDARY42LDV7jzL_f68SY-eOQ9tY2lYvR
12. Generative AI And Open AI Playlist:
- OPENAI Playlist English(In Progress): https://www.youtube.com/watch?v=CbpsDMwFG2g&list=PLZoTAELRMXVMTWGW9iS45ZTcMsntos6VO
- Langchain Playlist(In Progress): https://www.youtube.com/watch?v=_FpT1cwcSLg&list=PLZoTAELRMXVORE4VF7WQ_fAl0L1Gljtar
- ChainLit Playlist (In Progress)
13. Pyspark Complete Tutorials
- Pyspark Detailed Playlist: https://www.youtube.com/watch?v=WyZmM6K7ubc&list=PLZoTAELRMXVNjiiawhzZ0afHcPvC8jpcg
14. Complete Data Science,Machine Learning And Deep Learning Interview Questions
https://github.com/iNeuronai/interview-question-data-science-
Internships
https://internship.ineuron.ai/
Data Science TrackerSheet For Learning
https://drive.google.com/file/d/18doA_wMja2nAawcE6imIcfnEMf-Pir2n/view
Youtube Channels For Referring All Videos. Consider Subscribing and pressing the bell icon.
- Krish Naik : https://www.youtube.com/@krishnaik06
- Krish Naik Hindi: https://www.youtube.com/@krishnaikhindi
- Success Stories By Krish(Coming up): https://www.youtube.com/channel/UCNSHtBgZ3dhcpv190JrK_LQ
- Support Channel and Join this channel to get access to perks: https://www.youtube.com/channel/UCNU_lfiiWBdtULKOw6X0Dig/join our Data Science Project
Join Our Data Science Project Neuron
https://ineuron.ai/one-neuron/Data-science-Projects-Neuron?source=one_neuron_listing
About
Author：krishnaik06
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Mamba is a new state space model architecture showing promising performance on information-dense data such as language modeling, where previous subquadratic models fall short of Transformers. It is based on the line of progress on structured state space models, with an efficient hardware-aware design and implementation in the spirit of FlashAttention.
(翻译：Mamba 是一种新的状态空间模型架构，在信息密集型数据（例如语言建模）上显示出良好的性能，而之前的二次模型在 Transformers 方面存在不足。它基于结构化状态空间模型的进展，并本着FlashAttention的精神进行高效的硬件感知设计和实现。)