🚀 Roadmap to Become a Machine Learning Engineer 💻
📂 Programming Basics
∟📂 Master Python & OOP
∟📂 Learn Data Structures & Algorithms
∟📂 Master Git & Version Control
📂 Mathematics for ML
∟📂 Linear Algebra & Calculus
∟📂 Probability & Statistics
∟📂 Optimization Techniques
📂 Data Handling & Processing
∟📂 Work with Pandas & NumPy
∟📂 Data Cleaning & Preprocessing
∟📂 Feature Engineering & Selection
📂 Machine Learning Fundamentals
∟📂 Understand Supervised & Unsupervised Learning
∟📂 Master Scikit-Learn & ML Algorithms
∟📂 Model Training, Evaluation & Tuning
📂 Deep Learning & Neural Networks
∟📂 Learn TensorFlow & PyTorch
∟📂 Build & Train Neural Networks
∟📂 Master CNNs, RNNs & Transformers
📂 ML System Deployment
∟📂 Learn Model Deployment (Flask, FastAPI)
∟📂 Work with MLOps & Cloud Platforms
∟📂 Deploy Models to Production
📂 Projects & Real-World Applications
∟📂 Build End-to-End ML Projects
∟📂 Work on Open-Source Contributions
∟📂 Showcase on GitHub & Kaggle
📂 Interview Preparation & Job Hunting
∟📂 Solve ML Coding Challenges
∟📂 Learn System Design for ML
∟📂 Network & Apply for Jobs
✅️ Get Hired
React "❤️" for More 👨💻
📂 Programming Basics
∟📂 Master Python & OOP
∟📂 Learn Data Structures & Algorithms
∟📂 Master Git & Version Control
📂 Mathematics for ML
∟📂 Linear Algebra & Calculus
∟📂 Probability & Statistics
∟📂 Optimization Techniques
📂 Data Handling & Processing
∟📂 Work with Pandas & NumPy
∟📂 Data Cleaning & Preprocessing
∟📂 Feature Engineering & Selection
📂 Machine Learning Fundamentals
∟📂 Understand Supervised & Unsupervised Learning
∟📂 Master Scikit-Learn & ML Algorithms
∟📂 Model Training, Evaluation & Tuning
📂 Deep Learning & Neural Networks
∟📂 Learn TensorFlow & PyTorch
∟📂 Build & Train Neural Networks
∟📂 Master CNNs, RNNs & Transformers
📂 ML System Deployment
∟📂 Learn Model Deployment (Flask, FastAPI)
∟📂 Work with MLOps & Cloud Platforms
∟📂 Deploy Models to Production
📂 Projects & Real-World Applications
∟📂 Build End-to-End ML Projects
∟📂 Work on Open-Source Contributions
∟📂 Showcase on GitHub & Kaggle
📂 Interview Preparation & Job Hunting
∟📂 Solve ML Coding Challenges
∟📂 Learn System Design for ML
∟📂 Network & Apply for Jobs
✅️ Get Hired
React "❤️" for More 👨💻
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Top 10 Websites for Data Science 👇
1. Flowing Data (https://flowingdata.com)
2. Data Simplifier (https://www.datasimplifier.com)
3. R-Bloggers (https://www.r-bloggers.com)
4. Edwin Chen (https://blog.echen.me)
5. Hunch (https://hunch.net)
6. KDNuggets (https://www.kdnuggets.com)
7. Data Science Central (https://www.datasciencecentral.com)
8. Kaggle Competitions (https://www.kaggle.com/competitions)
9. Simply Statistics (https://simplystatistics.org)
10. FastML (https://fastml.com)
1. Flowing Data (https://flowingdata.com)
2. Data Simplifier (https://www.datasimplifier.com)
3. R-Bloggers (https://www.r-bloggers.com)
4. Edwin Chen (https://blog.echen.me)
5. Hunch (https://hunch.net)
6. KDNuggets (https://www.kdnuggets.com)
7. Data Science Central (https://www.datasciencecentral.com)
8. Kaggle Competitions (https://www.kaggle.com/competitions)
9. Simply Statistics (https://simplystatistics.org)
10. FastML (https://fastml.com)
Use these ChatGPT Prompts To 10X your Interview Chances
1. Company research
Prompt: "I have an interview with [company] for the position of [job].
Please summarize the company's mission, its main products or services, and its recent news or achievements by analyzing its website [website link] and any recent press release."
2. Resume Optimization
Prompt: "Review my current attached resume and suggest improvements tailored to applying for a [job] at [company]. Highlight gaps in my experience and recommend ways to fill them through online courses or projects."
3. Writing the cover letter
Prompt: "Based on the job description for [job title] at [company], generate a cover letter that highlights my relevant experience, skills, and why I am passionate about working for [company]."
4. Interview preparation
Prompt: "For [job title] at [company], what are some industry-specific challenges or trends I should be aware of? How can I demonstrate my understanding or propose possible solutions during the interview?"
5. Behavioral Interview Questions
Prompt: "Create a set of behavioural interview questions relevant to the [job] role at [company]. Include a brief guide on how to structure answers using the STAR (Situation, Task, Action, Result) method, tailored to my needs." experiences."
6. Craft Your Resume Perfectly
Prompt: "I want to tailor my resume to specific job descriptions so I get shortlisted more often. Analyze this job posting for [insert job title], extract the most important keywords and skills, and help me rewrite my resume to match it perfectly while maintaining authenticity."
7. Data-Driven Job Search
Prompt: "I want to use data and hiring trends to increase my chances of landing a high-paying job in [insert industry]. Provide me with data-backed job search strategies, salary benchmarks, and negotiation tips based on market trends."
8. Network Like a Pro
Prompt: "I want to build relationships with influential professionals in [insert industry] to increase my chances of getting a job.
Give me a step-by-step networking strategy, including outreach messages, follow-ups, and ways to provide value to them."
9. Craft the Perfect Elevator Pitch
Prompt: "I need a powerful 30-second elevator pitch that instantly impresses interviewers for [insert job title]. Craft a clear, concise, and compelling pitch that highlights my skills, experience, and what makes me unique."
10. The 30-Day Job Search Plan
Prompt: "I need to land a high-paying job in [insert industry] within 30 days. Create a daily action plan that includes networking, outreach, applications, and personal branding strategies to maximize my chances of success."
#aiprompts #jobs
1. Company research
Prompt: "I have an interview with [company] for the position of [job].
Please summarize the company's mission, its main products or services, and its recent news or achievements by analyzing its website [website link] and any recent press release."
2. Resume Optimization
Prompt: "Review my current attached resume and suggest improvements tailored to applying for a [job] at [company]. Highlight gaps in my experience and recommend ways to fill them through online courses or projects."
3. Writing the cover letter
Prompt: "Based on the job description for [job title] at [company], generate a cover letter that highlights my relevant experience, skills, and why I am passionate about working for [company]."
4. Interview preparation
Prompt: "For [job title] at [company], what are some industry-specific challenges or trends I should be aware of? How can I demonstrate my understanding or propose possible solutions during the interview?"
5. Behavioral Interview Questions
Prompt: "Create a set of behavioural interview questions relevant to the [job] role at [company]. Include a brief guide on how to structure answers using the STAR (Situation, Task, Action, Result) method, tailored to my needs." experiences."
6. Craft Your Resume Perfectly
Prompt: "I want to tailor my resume to specific job descriptions so I get shortlisted more often. Analyze this job posting for [insert job title], extract the most important keywords and skills, and help me rewrite my resume to match it perfectly while maintaining authenticity."
7. Data-Driven Job Search
Prompt: "I want to use data and hiring trends to increase my chances of landing a high-paying job in [insert industry]. Provide me with data-backed job search strategies, salary benchmarks, and negotiation tips based on market trends."
8. Network Like a Pro
Prompt: "I want to build relationships with influential professionals in [insert industry] to increase my chances of getting a job.
Give me a step-by-step networking strategy, including outreach messages, follow-ups, and ways to provide value to them."
9. Craft the Perfect Elevator Pitch
Prompt: "I need a powerful 30-second elevator pitch that instantly impresses interviewers for [insert job title]. Craft a clear, concise, and compelling pitch that highlights my skills, experience, and what makes me unique."
10. The 30-Day Job Search Plan
Prompt: "I need to land a high-paying job in [insert industry] within 30 days. Create a daily action plan that includes networking, outreach, applications, and personal branding strategies to maximize my chances of success."
#aiprompts #jobs
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