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License: GNU General Public License v3.0
roadmap-to-learn-generative-ai-in-2024's Introduction
Roadmap To Learn Generative AI In 2024
1. Python Programming Language -1 Month
![python-logo-master-v3-TM-flattened](https://user-images.githubusercontent.com/20041231/211717885-0b1e049b-f5b3-457d-ba7a-9345ec3aa39c.png)
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Complete Python Playlist In English: ![YouTube](https://camo.githubusercontent.com/de44ce38b387bb7b9d048c5554fc35a9e520c567f2f266b4496496f16a8836f5/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f596f75547562652d566964656f2d677265656e)
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Complete Python Playlist In Hindi: ![YouTube](https://camo.githubusercontent.com/de44ce38b387bb7b9d048c5554fc35a9e520c567f2f266b4496496f16a8836f5/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f596f75547562652d566964656f2d677265656e)
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Flask Playlist: ![YouTube](https://camo.githubusercontent.com/de44ce38b387bb7b9d048c5554fc35a9e520c567f2f266b4496496f16a8836f5/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f596f75547562652d566964656f2d677265656e)
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Fast API Tutorials ![YouTube](https://camo.githubusercontent.com/de44ce38b387bb7b9d048c5554fc35a9e520c567f2f266b4496496f16a8836f5/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f596f75547562652d566964656f2d677265656e)
2. Basic Machine Learning Natural Language Processing (Day 1 - Day 5) ![YouTube](https://camo.githubusercontent.com/de44ce38b387bb7b9d048c5554fc35a9e520c567f2f266b4496496f16a8836f5/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f596f75547562652d566964656f2d677265656e)
- Why NLP?
- One hot Encoding, Bag Of Words,
- TFIDF
- Word2vec,AvgWord2vec
3. Basic Deep Learning Concepts (Day 1- Day 5) ![YouTube](https://camo.githubusercontent.com/de44ce38b387bb7b9d048c5554fc35a9e520c567f2f266b4496496f16a8836f5/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f596f75547562652d566964656f2d677265656e)
- ANN - Working Of MultiLayered Neural Network
- Forward Propogation, Backward Propogation
- Activation Functions, Loss Functions
- Optimizers
4. Advanced NLP Concepts (Day 6 - Last Video) ![YouTube](https://camo.githubusercontent.com/de44ce38b387bb7b9d048c5554fc35a9e520c567f2f266b4496496f16a8836f5/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f596f75547562652d566964656f2d677265656e)
- RNN, LSTM RNN
- GRU RNN
- Bidirection LSTM RNN
- Encoder Decoder, Attention is all you need ,Seq to Seq
- Transformers
5. Starting the Journey Towards Generative AI (GPT4,Mistral 7B, LLAMA, Hugging Face Open Source LLM Models,Google Palm Model)
![image](https://private-user-images.githubusercontent.com/20041231/289545255-ebaa03ec-4370-4ea0-989d-5314370cd2da.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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._qkzIXmtQRieVxhqB-IK5s4vOQQqC0L7PgtJ0E3O-PE)
- OpenAI
![YouTube](https://camo.githubusercontent.com/a5b508567c258cf8e322364606f916fb10fedfa081dfb3039c2541c525dbf4ce/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f596f75547562652d566964656f2d726564)
![image](https://private-user-images.githubusercontent.com/20041231/289546437-986bc005-e6c3-4f41-b678-82e0c0c2aa4a.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.dYtK062nEl_X1_5xzwma0JglRunSblX61cQM0awNzdQ)
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Langchain Tutorials With Projects
![YouTube](https://camo.githubusercontent.com/a5b508567c258cf8e322364606f916fb10fedfa081dfb3039c2541c525dbf4ce/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f596f75547562652d566964656f2d726564)
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Chainlit ![YouTube](https://camo.githubusercontent.com/061fc57d689140258affdb11c863985e9585831cd3e74b88c1780bfcaa830afb/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f646f63756d656e746174696f6e2d6c696e6b2d677265656e)
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Google Gemini ![YouTube](https://camo.githubusercontent.com/061fc57d689140258affdb11c863985e9585831cd3e74b88c1780bfcaa830afb/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f646f63756d656e746174696f6e2d6c696e6b2d677265656e)
5. Vector Databases And Vector Stores
- ChromaDB
- FAISS vector database, which makes use of the Facebook AI Similarity Search (FAISS) library
- LanceDB vector database based on the Lance data format
- Cassandra DB For storing Vectors
6. Deployment Of LLM Projects
- AWS
- Azure
- LangSmith
- LangServe
- HuggingFace Spaces
iNeuron Free Community Generative Ai Series ![YouTube](https://camo.githubusercontent.com/feabe0a03ed04e1baf19b881b062378a4a8097c316cc4b6c2e9ed1517a032787/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f66726565636f757273652d6c696e6b2d677265656e)
![image](https://private-user-images.githubusercontent.com/20041231/289783144-e96eddca-5e19-45b3-8beb-bf95a80cc4db.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.OjQAxyixKoFpTl46CzBU1z4t-1Ev4ambxlZAJOEFGvs)
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