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𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝘁𝗶𝘀𝘁 𝗥𝗼𝗮𝗱𝗺𝗮𝗽 𝘄𝗶𝘁𝗵 𝗙𝗿𝗲𝗲 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝟮𝟬𝟮𝟰-𝟮𝟬𝟮𝟱 Step 1: Introduction to Data Science 1. Title: What is Data Science? - Course: https://lnkd.in/dDw7vz3E 2. Title: Python for Data Science and AI - Course: https://lnkd.in/diya8gaw Step 2: Data Wrangling and Exploration 1. Title: Data Wrangling and Exploration - Course: https://lnkd.in/dWdVfmkE 2. Title: Data Visualization with Python - Course: https://lnkd.in/d7ScjPws Step 3: Machine Learning Fundamentals 1. Title: Machine Learning for Everyone - Course: https://lnkd.in/dmas9aNm 2. Title: Applied Machine Learning - Course: https://lnkd.in/dDmnzhuA Step 4: Advanced Machine Learning and AI 1. Title: Deep Learning Specialization - Course: https://lnkd.in/dYgzAy_S 2. Title: AI for Everyone - Course: https://lnkd.in/dts6_yvz Step 5: Big Data and Data Engineering 1. Title: Big Data Specialization - Course: https://lnkd.in/dfTxd8fj 2. Title: Data Engineering on Google Cloud - Course: https://lnkd.in/d9V2rmHn Step 6: Topics and Advanced Tools 1. Title: Natural Language Processing Specialization - Course: https://lnkd.in/dH5jy93Z 2. Title: TensorFlow in Practice - Course: https://lnkd.in/dNWviSXv Step 7: Business and Communication Skills 1. Title: Data Science and Business Analytics - Course: https://lnkd.in/dxQYFfVg 2. Title: Data Science Professional Certificate - Course: https://lnkd.in/drsrathH Step 8: Capstone Project and Real-World Experience 1. Title: Applied Data Science Capstone - Course: https://lnkd.in/ds3Qngve 2. Title: Data Science at Scale Specialization - Course: https://lnkd.in/dAPCs6dv Please follow @shailesh shakya 👉Join my Telegram channel for free resources 🤩 ✨ https://lnkd.in/gh25uigq

𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝘁𝗶𝘀𝘁 𝗥𝗼𝗮𝗱𝗺𝗮𝗽 𝘄𝗶𝘁𝗵 𝗙𝗿𝗲𝗲 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝟮𝟬𝟮𝟰-𝟮𝟬𝟮𝟱 This roadmap provides a structured path to become a proficient data scientist. Each step builds on the previous one, covering fundamental to advanced topics in data science. Step 1: Introduction to Data Science 1. Title: What is Data Science? - Course: https://lnkd.in/dPhnFFXT 2. Title: Python for Data Science and AI - Course: https://lnkd.in/dqS6Sezz Step 2: Data Wrangling and Exploration 1. Title: Data Wrangling and Exploration - Course: https://lnkd.in/dgQAzfBA 2. Title: Data Visualization with Python - Course: https://lnkd.in/dkM_WcpH Step 3: Machine Learning Fundamentals 1. Title: Machine Learning for Everyone - Course: https://lnkd.in/d-ymB3kj 2. Title: Applied Machine Learning - Course: https://lnkd.in/d5RM4Gxw Step 4: Advanced Machine Learning and AI 1. Title: Deep Learning Specialization - Course: https://lnkd.in/d9pDmyij 2. Title: AI for Everyone - Course: https://lnkd.in/dwmY83SX Step 5: Big Data and Data Engineering 1. Title: Big Data Specialization - Course: https://lnkd.in/duprWTFE 2. Title: Data Engineering on Google Cloud - Course: https://lnkd.in/dHnxWW5B Step 6: Topics and Advanced Tools 1. Title: Natural Language Processing Specialization - Course: https://lnkd.in/d8Mqqv_A 2. Title: TensorFlow in Practice - Course: https://lnkd.in/dnvDckYk Step 7: Business and Communication Skills 1. Title: Data Science and Business Analytics - Course: https://lnkd.in/d4bYJxgz 2. Title: Data Science Professional Certificate - Course: https://lnkd.in/dbG-PJgG Step 8: Capstone Project and Real-World Experience 1. Title: Applied Data Science Capstone - Course: https://lnkd.in/d4sZst5T 2. Title: Data Science at Scale Specialization - Course: https://lnkd.in/dZyBitXN Image source: @data science dojo

𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝘁𝗶𝘀𝘁 𝗥𝗼𝗮𝗱𝗺𝗮𝗽 𝘄𝗶𝘁𝗵 𝗙𝗿𝗲𝗲 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝟮𝟬𝟮𝟰-𝟮𝟬𝟮𝟱 Step 1: Introduction to Data Science 1. Title: What is Data Science? - Course: https://lnkd.in/eCyvgeWn 2. Title: Python for Data Science and AI - Course: https://lnkd.in/eRxTeCqK Step 2: Data Wrangling and Exploration 1. Title: Data Wrangling and Exploration - Course: https://lnkd.in/ezuvVFQJ 2. Title: Data Visualization with Python - Course: https://lnkd.in/eHDfs5CN Step 3: Machine Learning Fundamentals 1. Title: Machine Learning for Everyone - Course: https://lnkd.in/eMMW8fjf 2. Title: Applied Machine Learning - Course: https://lnkd.in/e4_v2xfm Step 4: Advanced Machine Learning and AI 1. Title: Deep Learning Specialization - Course: https://lnkd.in/e8es-wzm 2. Title: AI for Everyone - Course: https://lnkd.in/e3Z_ydhj Step 5: Big Data and Data Engineering 1. Title: Big Data Specialization - Course: https://lnkd.in/e_HWPR86 2. Title: Data Engineering on Google Cloud - Course: https://lnkd.in/eBNHitfe Step 6: Topics and Advanced Tools 1. Title: Natural Language Processing Specialization - Course: https://lnkd.in/eqHVjxbb 2. Title: TensorFlow in Practice - Course: https://lnkd.in/ef8PaT6Q Step 7: Business and Communication Skills 1. Title: Data Science and Business Analytics - Course: https://lnkd.in/e2sQKWQq 2. Title: Data Science Professional Certificate - Course: https://lnkd.in/eWss65yV Step 8: Capstone Project and Real-World Experience 1. Title: Applied Data Science Capstone - Course: https://lnkd.in/eYXhGGAs 2. Title: Data Science at Scale Specialization - Course: https://lnkd.in/e3afr-Me 👉Join my Telegram channel for free resources 🤩 ✨ https://lnkd.in/gh25uigq Image source: @Shailesh Shakya

𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝘁𝗶𝘀𝘁 𝗥𝗼𝗮𝗱𝗺𝗮𝗽 𝘄𝗶𝘁𝗵 𝗙𝗿𝗲𝗲 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝟮𝟬𝟮𝟰-𝟮𝟬𝟮𝟱 This roadmap provides a structured path to become a proficient data scientist. Each step builds on the previous one, covering fundamental to advanced topics in data science. Step 1: Introduction to Data Science 1. Title: What is Data Science? - Course: https://lnkd.in/d2WADtF9 2. Title: Python for Data Science and AI - Course: https://lnkd.in/d_X_7rTP Step 2: Data Wrangling and Exploration 1. Title: Data Wrangling and Exploration - Course: https://lnkd.in/d2K6PSsw 2. Title: Data Visualization with Python - Course: https://lnkd.in/dj7TU6nP Step 3: Machine Learning Fundamentals 1. Title: Machine Learning for Everyone - Course: https://lnkd.in/dFcSUdyR 2. Title: Applied Machine Learning - Course: https://lnkd.in/gdGWYu5Q Step 4: Advanced Machine Learning and AI 1. Title: Deep Learning Specialization - Course: https://lnkd.in/dfnDZ9Rz 2. Title: AI for Everyone - Course: https://lnkd.in/dzm_75d5 Step 5: Big Data and Data Engineering 1. Title: Big Data Specialization - Course: https://lnkd.in/db_xCa59 2. Title: Data Engineering on Google Cloud - Course: https://lnkd.in/d8gh5Sz9 Step 6: Topics and Advanced Tools 1. Title: Natural Language Processing Specialization - Course: https://lnkd.in/d2sHbPm9 2. Title: TensorFlow in Practice - Course: https://lnkd.in/d3Y_umHP Step 7: Business and Communication Skills 1. Title: Data Science and Business Analytics - Course: https://lnkd.in/dVkDQp-B 2. Title: Data Science Professional Certificate - Course: https://lnkd.in/d-MAh-pb Step 8: Capstone Project and Real-World Experience 1. Title: Applied Data Science Capstone - Course: https://lnkd.in/dAsfkN3g 2. Title: Data Science at Scale Specialization - Course: https://lnkd.in/dNthYZ_q Image source: Data Science Dojo

𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝘁𝗶𝘀𝘁 𝗥𝗼𝗮𝗱𝗺𝗮𝗽 𝘄𝗶𝘁𝗵 𝗙𝗿𝗲𝗲 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝟮𝟬𝟮𝟰-𝟮𝟬𝟮𝟱 This roadmap provides a structured path to become a proficient data scientist. Each step builds on the previous one, covering fundamental to advanced topics in data science. Step 1: Introduction to Data Science 1. Title: What is Data Science? - Course: https://lnkd.in/d2WADtF9 2. Title: Python for Data Science and AI - Course: https://lnkd.in/d_X_7rTP Step 2: Data Wrangling and Exploration 1. Title: Data Wrangling and Exploration - Course: https://lnkd.in/d2K6PSsw 2. Title: Data Visualization with Python - Course: https://lnkd.in/dj7TU6nP Step 3: Machine Learning Fundamentals 1. Title: Machine Learning for Everyone - Course: https://lnkd.in/dFcSUdyR 2. Title: Applied Machine Learning - Course: https://lnkd.in/gdGWYu5Q Step 4: Advanced Machine Learning and AI 1. Title: Deep Learning Specialization - Course: https://lnkd.in/dfnDZ9Rz 2. Title: AI for Everyone - Course: https://lnkd.in/dzm_75d5 Step 5: Big Data and Data Engineering 1. Title: Big Data Specialization - Course: https://lnkd.in/db_xCa59 2. Title: Data Engineering on Google Cloud - Course: https://lnkd.in/d8gh5Sz9 Step 6: Topics and Advanced Tools 1. Title: Natural Language Processing Specialization - Course: https://lnkd.in/d2sHbPm9 2. Title: TensorFlow in Practice - Course: https://lnkd.in/d3Y_umHP Step 7: Business and Communication Skills 1. Title: Data Science and Business Analytics - Course: https://lnkd.in/dVkDQp-B 2. Title: Data Science Professional Certificate - Course: https://lnkd.in/enhr5QNt Step 8: Capstone Project and Real-World Experience 1. Title: Applied Data Science Capstone - Course: https://lnkd.in/dEejHZPf 2. Title: Data Science at Scale Specialization - Course: https://lnkd.in/d3fz6mQV

𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝘁𝗶𝘀𝘁 𝗥𝗼𝗮𝗱𝗺𝗮𝗽 𝘄𝗶𝘁𝗵 𝗙𝗿𝗲𝗲 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝟮𝟬𝟮𝟰-𝟮𝟬𝟮𝟱 This roadmap provides a structured path to become a proficient data scientist. Each step builds on the previous one, covering fundamental to advanced topics in data science. Step 1: Introduction to Data Science 1. Title: What is Data Science? - Course: https://lnkd.in/d2WADtF9 2. Title: Python for Data Science and AI - Course: https://lnkd.in/d_X_7rTP Step 2: Data Wrangling and Exploration 1. Title: Data Wrangling and Exploration - Course: https://lnkd.in/d2K6PSsw 2. Title: Data Visualization with Python - Course: https://lnkd.in/dj7TU6nP Step 3: Machine Learning Fundamentals 1. Title: Machine Learning for Everyone - Course: https://lnkd.in/dFcSUdyR 2. Title: Applied Machine Learning - Course: https://lnkd.in/gdGWYu5Q Step 4: Advanced Machine Learning and AI 1. Title: Deep Learning Specialization - Course: https://lnkd.in/dfnDZ9Rz 2. Title: AI for Everyone - Course: https://lnkd.in/dzm_75d5 Step 5: Big Data and Data Engineering 1. Title: Big Data Specialization - Course: https://lnkd.in/db_xCa59 2. Title: Data Engineering on Google Cloud - Course: https://lnkd.in/d8gh5Sz9 Step 6: Topics and Advanced Tools 1. Title: Natural Language Processing Specialization - Course: https://lnkd.in/d2sHbPm9 2. Title: TensorFlow in Practice - Course: https://lnkd.in/d3Y_umHP Step 7: Business and Communication Skills 1. Title: Data Science and Business Analytics - Course: https://lnkd.in/dVkDQp-B 2. Title: Data Science Professional Certificate - Course: https://lnkd.in/enhr5QNt Step 8: Capstone Project and Real-World Experience 1. Title: Applied Data Science Capstone - Course: https://lnkd.in/dy6GSB5G 2. Title: Data Science at Scale Specialization - Course: https://lnkd.in/dBmvmSRq

𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝘁𝗶𝘀𝘁 𝗥𝗼𝗮𝗱𝗺𝗮𝗽 𝘄𝗶𝘁𝗵 𝗙𝗿𝗲𝗲 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝟮𝟬𝟮𝟰-𝟮𝟬𝟮𝟱 This roadmap provides a structured path to become a proficient data scientist. Each step builds on the previous one, covering fundamental to advanced topics in data science. Step 1: Introduction to Data Science 1. Title: What is Data Science? - Course: https://lnkd.in/dDw7vz3E 2. Title: Python for Data Science and AI - Course: https://lnkd.in/diya8gaw Step 2: Data Wrangling and Exploration 1. Title: Data Wrangling and Exploration - Course: https://lnkd.in/dWdVfmkE 2. Title: Data Visualization with Python - Course: https://lnkd.in/d7ScjPws Step 3: Machine Learning Fundamentals 1. Title: Machine Learning for Everyone - Course: https://lnkd.in/dmas9aNm 2. Title: Applied Machine Learning - Course: https://lnkd.in/dDmnzhuA Step 4: Advanced Machine Learning and AI 1. Title: Deep Learning Specialization - Course: https://lnkd.in/dYgzAy_S 2. Title: AI for Everyone - Course: https://lnkd.in/dts6_yvz Step 5: Big Data and Data Engineering 1. Title: Big Data Specialization - Course: https://lnkd.in/dfTxd8fj 2. Title: Data Engineering on Google Cloud - Course: https://lnkd.in/d9V2rmHn Step 6: Topics and Advanced Tools 1. Title: Natural Language Processing Specialization - Course: https://lnkd.in/dH5jy93Z 2. Title: TensorFlow in Practice - Course: https://lnkd.in/dNWviSXv Step 7: Business and Communication Skills 1. Title: Data Science and Business Analytics - Course: https://lnkd.in/dxQYFfVg 2. Title: Data Science Professional Certificate - Course: https://lnkd.in/dT_SEJ-z Step 8: Capstone Project and Real-World Experience 1. Title: Applied Data Science Capstone - Course: https://lnkd.in/dUV2GR4x 2. Title: Data Science at Scale Specialization - Course: https://lnkd.in/djzN5JZd Join for free resources https://lnkd.in/gh25uigq Image source: @Data science Dojo

𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝘁𝗶𝘀𝘁 𝗥𝗼𝗮𝗱𝗺𝗮𝗽 𝘄𝗶𝘁𝗵 𝗙𝗿𝗲𝗲 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝟮𝟬𝟮𝟰-𝟮𝟬𝟮𝟱 This roadmap provides a structured path to become a proficient data scientist. Each step builds on the previous one, covering fundamental to advanced topics in data science. Step 1: Introduction to Data Science 1. Title: What is Data Science? - Course: https://lnkd.in/d2WADtF9 2. Title: Python for Data Science and AI - Course: https://lnkd.in/d_X_7rTP Step 2: Data Wrangling and Exploration 1. Title: Data Wrangling and Exploration - Course: https://lnkd.in/d2K6PSsw 2. Title: Data Visualization with Python - Course: https://lnkd.in/dj7TU6nP Step 3: Machine Learning Fundamentals 1. Title: Machine Learning for Everyone - Course: https://lnkd.in/dFcSUdyR 2. Title: Applied Machine Learning - Course: https://lnkd.in/gdGWYu5Q Step 4: Advanced Machine Learning and AI 1. Title: Deep Learning Specialization - Course: https://lnkd.in/dfnDZ9Rz 2. Title: AI for Everyone - Course: https://lnkd.in/dzm_75d5 Step 5: Big Data and Data Engineering 1. Title: Big Data Specialization - Course: https://lnkd.in/db_xCa59 2. Title: Data Engineering on Google Cloud - Course: https://lnkd.in/d8gh5Sz9 Step 6: Topics and Advanced Tools 1. Title: Natural Language Processing Specialization - Course: https://lnkd.in/d2sHbPm9 2. Title: TensorFlow in Practice - Course: https://lnkd.in/d3Y_umHP Step 7: Business and Communication Skills 1. Title: Data Science and Business Analytics - Course: https://lnkd.in/dVkDQp-B 2. Title: Data Science Professional Certificate - Course: https://lnkd.in/enhr5QNt Step 8: Capstone Project and Real-World Experience 1. Title: Applied Data Science Capstone - Course: https://lnkd.in/dAsfkN3g 2. Title: Data Science at Scale Specialization - Course: https://lnkd.in/dBmvmSRq

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𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝘁𝗶𝘀𝘁 𝗥𝗼𝗮𝗱𝗺𝗮𝗽 𝘄𝗶𝘁𝗵 𝗙𝗿𝗲𝗲 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝟮𝟬𝟮𝟰-𝟮𝟬𝟮𝟱 This roadmap provides a structured path to become a proficient data scientist. Each step builds on the previous one, covering fundamental to advanced topics in data science. Step 1: Introduction to Data Science 1. Title: What is Data Science? - Course: https://lnkd.in/d2WADtF9 2. Title: Python for Data Science and AI - Course: https://lnkd.in/d_X_7rTP Step 2: Data Wrangling and Exploration 1. Title: Data Wrangling and Exploration - Course: https://lnkd.in/d2K6PSsw 2. Title: Data Visualization with Python - Course: https://lnkd.in/dj7TU6nP Step 3: Machine Learning Fundamentals 1. Title: Machine Learning for Everyone - Course: https://lnkd.in/dFcSUdyR 2. Title: Applied Machine Learning - Course: https://lnkd.in/gdGWYu5Q Step 4: Advanced Machine Learning and AI 1. Title: Deep Learning Specialization - Course: https://lnkd.in/dfnDZ9Rz 2. Title: AI for Everyone - Course: https://lnkd.in/dzm_75d5 Step 5: Big Data and Data Engineering 1. Title: Big Data Specialization - Course: https://lnkd.in/db_xCa59 2. Title: Data Engineering on Google Cloud - Course: https://lnkd.in/d8gh5Sz9 Step 6: Topics and Advanced Tools 1. Title: Natural Language Processing Specialization - Course: https://lnkd.in/d2sHbPm9 2. Title: TensorFlow in Practice - Course: https://lnkd.in/d3Y_umHP Step 7: Business and Communication Skills 1. Title: Data Science and Business Analytics - Course: https://lnkd.in/dVkDQp-B 2. Title: Data Science Professional Certificate - Course: https://lnkd.in/dHMq39h9 Step 8: Capstone Project and Real-World Experience 1. Title: Applied Data Science Capstone - Course: https://lnkd.in/dAsfkN3g 2. Title: Data Science at Scale Specialization - Course: https://lnkd.in/dNthYZ_q Image source: Data Science Dojo