Updated README

Author: deepraj1729

README.md

@@ -2,27 +2,124 @@
 A Respository to get you job ready as a Data Scientist
 
 # Topics:
-- Python Basics 
-- Feature Engineering
+- Programming
 - Statistics
-- Data Visualization
-- Exploratory Data Analysis (EDA)
+- Feature Engineering
+- Data Analysis and Visualization
 - Machine Learning (Shallow Learning)
 - Deep Learning
+- NLP (Natural Language Processing)
 - Deployment
-- Application Programming Interfaces (APIs)
 - Data Base Management System (DBMS)
-- Big Data Analysis
-
-# To-Do for August:
-- Revise Python: [Click Here](https://www.youtube.com/watch?v=aqvDTCpNRek&list=PLu0W_9lII9agICnT8t4iYVSZ3eykIAOME)
-- Feature Engineering: [Click Here](https://www.youtube.com/watch?v=6WDFfaYtN6s&list=PLZoTAELRMXVPwYGE2PXD3x0bfKnR0cJjN)
-- Data Visualization:
-    - Matplotlib,Seaborn:[Click Here](https://www.youtube.com/watch?v=jQ5_DfX6CZg&list=PLZoTAELRMXVPl9iur3fIM48BI-f4og9fb)
-    - Tableau: [Click Here](https://www.youtube.com/watch?v=QX-HvdacCrg&list=PLZoTAELRMXVPlTuWQ3h0kR5crj2HqtDF7)
-    
-- EDA
-  - [Link1](https://www.youtube.com/watch?v=5NcbVYhQJvw)
-  - [Link2](https://www.youtube.com/watch?v=AYalukmWroY)
-  - [Link3](https://www.youtube.com/watch?v=dP170R-wO-8)
-  - [Link4](https://www.youtube.com/watch?v=ioN1jcWxbv8&list=PLZoTAELRMXVMcRQwR5_J8k9S7cffVFq_U)
+- Big Data
+- Kaggle Competitions and Data Science Projects
+- Data Science Interviews and Questions
+
+# All Links:
+
+- Programming: 
+    - Python Programming:
+      - [Playlist 1 - By CodeWithHarry](https://www.youtube.com/watch?v=aqvDTCpNRek&list=PLu0W_9lII9agICnT8t4iYVSZ3eykIAOME)
+    - R Programming:
+        - [Playlist 1 - By Krish Naik](https://www.youtube.com/watch?v=EqRsD3gqeCo&list=PLZoTAELRMXVOnN_g96ayzXX5i7RRO0QhL)
+        - [Playlist 2 - By DataCamp](https://www.youtube.com/watch?v=SWxoJqTqo08&list=PLjgj6kdf_snYBkIsWQYcYtUZiDpam7ygg)
+<br>
+
+- Statistics:
+    - [Playlist 1 - By Krish Naik](https://www.youtube.com/watch?v=GGZfVeZs_v4&list=PLZoTAELRMXVMhVyr3Ri9IQ-t5QPBtxzJO)
+    - [Playlist 2 - By Khan Academy](https://www.youtube.com/watch?v=uhxtUt_-GyM&list=PL1328115D3D8A2566)
+    - [Playlist 3 - By MarinStatsLectures-R Programming & Statistics](https://www.youtube.com/watch?v=AN3UkzE3HMg&list=PLqzoL9-eJTNBZDG8jaNuhap1C9q6VHyVa)
+
+<br>
+
+- Feature Engineering: 
+    - [Playlist 1 - By Krish Naik](https://www.youtube.com/watch?v=6WDFfaYtN6s&list=PLZoTAELRMXVPwYGE2PXD3x0bfKnR0cJjN)
+    - [Playlist 2 - Indian AI Production (In Hindi)](https://www.youtube.com/watch?v=o6gmRKqLF6c&list=PLfP3JxW-T70HzK_5mVpy9OK2x9Ktbozoc)
+
+<br>
+
+- Data Analysis and Visualization:
+    - Visualization with Python:
+      - [Playlist 1 - By Krish Naik](https://www.youtube.com/watch?v=jQ5_DfX6CZg&list=PLZoTAELRMXVPl9iur3fIM48BI-f4og9fb)
+      - [Tutorial 2 - By Krish Naik](https://www.youtube.com/watch?v=AYalukmWroY)
+      - [Tutorial 3 - By Krish Naik](https://www.youtube.com/watch?v=dP170R-wO-8)
+      - [Tutorial 4 - By Krish Naik](https://www.youtube.com/watch?v=ioN1jcWxbv8&list=PLZoTAELRMXVMcRQwR5_J8k9S7cffVFq_U)
+      - [Tutorial 5 - By Krish Naik](https://www.youtube.com/watch?v=wR4Xfwjr-3Y&list=PLZoTAELRMXVMcRQwR5_J8k9S7cffVFq_U&index=2)
+    - Tableau Tutorials: 
+      - [Playlist 1 - By Krish Naik](https://www.youtube.com/watch?v=QX-HvdacCrg&list=PLZoTAELRMXVPlTuWQ3h0kR5crj2HqtDF7)
+    - PowerBI Tutorials: 
+      - [Playlist 1 - By Krish Naik](https://www.youtube.com/watch?v=avOJF9km-V0&list=PLZoTAELRMXVP3lPoaTTAUBWLQp3Ju45rt)
+    - Data Analytics with R:
+      - [Playlist 1 - By Edureka](https://www.youtube.com/watch?v=fWE93St-RaQ&list=PL9ooVrP1hQOHAPQPcVgnVZjbrbKSckiii)
+
+<br>
+
+- Machine Learning (Shallow Learning):
+    - ML with Python:
+      - [Playlist 1 - By Krish Naik](https://www.youtube.com/watch?v=7S865QCGL74&list=PLZoTAELRMXVPBTrWtJkn3wWQxZkmTXGwe)
+      - [Playlist 2 - By SentDex](https://www.youtube.com/watch?v=OGxgnH8y2NM&list=PLQVvvaa0QuDfKTOs3Keq_kaG2P55YRn5v)
+    - ML Pipelines:
+      - [Playlist 1 - By Krish Naik](https://www.youtube.com/watch?v=ioN1jcWxbv8&list=PLZoTAELRMXVMcRQwR5_J8k9S7cffVFq_U)
+    - ML with R:
+      - [Playlist 1 - By Edureka](https://www.youtube.com/watch?v=SeyghJ5cdm4&list=PL9ooVrP1hQOEaSSxHVGRUdridqxgVDdEV)
+      - [Playlist 2 - By Krish Naik](https://www.youtube.com/watch?v=EqRsD3gqeCo&list=PLZoTAELRMXVOnN_g96ayzXX5i7RRO0QhL)
+
+<br>
+
+- Deep Learning:
+    - Basics:
+      - [Playlist 1 - By Krish Naik (Using Tensorflow and Keras)](https://www.youtube.com/watch?v=DKSZHN7jftI&list=PLZoTAELRMXVPGU70ZGsckrMdr0FteeRUi)
+      - [Playlist 2 - By SentDex (Using Tensorflow and Keras)](https://www.youtube.com/watch?v=OGxgnH8y2NM&list=PLQVvvaa0QuDfKTOs3Keq_kaG2P55YRn5v) 
+      - [Playlist 3 - By deeplizard (Using Pytorch)](https://www.youtube.com/watch?v=v5cngxo4mIg&list=PLZbbT5o_s2xrfNyHZsM6ufI0iZENK9xgG)
+      - [Playlist 4 - BY Krish Naik (Using Pytorch)](https://www.youtube.com/watch?v=U0i7-c3Vrgc&list=PLZoTAELRMXVNxYFq_9MuiUdn2YnlFqmMK)
+    - Computer Vision and Image Processing:
+      - [Playlist 1 - By Krish Naik](https://www.youtube.com/watch?v=mT34_yu5pbg&list=PLZoTAELRMXVOIBRx0andphYJ7iakSg3Lk)   
+      - [Playlist 2 - By Jose Portilla (Udemy)](https://www.udemy.com/course/python-for-computer-vision-with-opencv-and-deep-learning/)
+    - Transfer Learning:
+      - [Playlist 1 - By Lazy Programmer Inc. (Udemy Course)](https://www.udemy.com/course/advanced-computer-vision/)
+
+<br>
+
+- NLP:
+    - Basics:
+      - [Playlist 1 - By Krish Naik](https://www.youtube.com/watch?v=6ZVf1jnEKGI&list=PLZoTAELRMXVMdJ5sqbCK2LiM0HhQVWNzm)
+      - [Playlist 2 - By SentDex](https://www.youtube.com/watch?v=FLZvOKSCkxY&list=PLQVvvaa0QuDf2JswnfiGkliBInZnIC4HL)
+    - ChatBots:
+      - [Playlist 1 - By Krish Naik (Google Diagflow)](https://www.youtube.com/watch?v=FH4BMLpTZuw&list=PLZoTAELRMXVNR8WeqIFJZ_246uNQo4Ude)
+      - [Playlist 2 - By Krish Naik (Custom Alexa)](https://www.youtube.com/watch?v=JLxMukI1DvY&list=PLZoTAELRMXVO7xbBTa7NdhzIptR9me7Gs)
+      - [Playlist 3 - By Krish Naik (RASA NLU)](https://www.youtube.com/watch?v=Z-G1PlWr5Bo&list=PLZoTAELRMXVN2V3kc2W-8rNu5UekkIhwF)
+      - [Playlist 4 - By Krish Naik (Azure Luis)](https://www.youtube.com/watch?v=jifKZ87K4tc&list=PLZoTAELRMXVNGrDTX5z4cbXvrpBJ4dF9t)
+    - Recommendation Systems:
+      - [Playlist 1 - By Krish Naik](https://www.youtube.com/watch?v=_hf_y-_sj5Y&list=PLZoTAELRMXVN7QGpcuN-Vg35Hgjp3htvi)
+
+<br>
+
+- Deployment:
+    - Docker:
+      - [Playlist 1 - By Krish Naik](https://www.youtube.com/watch?v=hTacGMfL8lc&list=PLZoTAELRMXVNKtpy0U_Mx9N26w8n0hIbs)
+    - Cloud Services:
+      - [Playlist 1 - By Krish Naik](https://www.youtube.com/watch?v=bjsJOl8gz5k&list=PLZoTAELRMXVOAvUbePX1lTdxQR8EY35Z1)
+
+<br>
+
+- Database Management System (DBMS):
+    - [Playlist 1 - By Krish Naik (MongoDB with Python)](https://www.youtube.com/watch?v=magzEfYqIos&list=PLZoTAELRMXVN_8zzsevm1bm6G-plsiO1I)
+
+<br>
+
+- Big Data:
+    - [Playlist 1 - By Krish Naik](https://www.youtube.com/watch?v=mGaEzA3SkDg&list=PLZoTAELRMXVNN0r4lasvXlVqirAr5ltaM)
+
+<br>
+
+- Kaggle Competitions and Data Science Projects:
+    - [Playlist 1 - By Krish Naik (Live Projects)](https://www.youtube.com/watch?v=CTu0qnuMxgA&list=PLZoTAELRMXVOFnfSwkB_uyr4FT-327noK)
+    - [Playlist 2 - By Krish Naik (Data Science Projects)](https://www.youtube.com/watch?v=EP5cs7urLYI&list=PLZoTAELRMXVNUcr7osiU7CCm8hcaqSzGw)
+    - [Playlist 3 - By Krish Naik (Kaggle Competitions)](https://www.youtube.com/watch?v=vtm35gVP8JU&list=PLZoTAELRMXVPiKOxbwaniXjHJ02bdkLWy)
+
+<br>
+
+- Data Science Interviews and Questions:
+    - [Playlist 1 - By Krish Naik (Live Interviews)](https://www.youtube.com/watch?v=FGjYeKSfLr4&list=PLZoTAELRMXVN4ypDZ4Qd0nfWR_I7xl368)
+    - [Playlist 2 - By Krish Naik (Interview Questions)](https://www.youtube.com/watch?v=820Qr4BH0YM&list=PLZoTAELRMXVPkl7oRvzyNnyj1HS4wt2K-) 
+    - [Playlist 3 - By Krish Naik (Q/A about DS)](https://www.youtube.com/watch?v=UylsKI05WLE&list=PLZoTAELRMXVPjy7bDBnICQ1Bvuqh7ntEj)