machine learning video demonstration tutorial (6 modules)
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I'm looking for an experienced machine learning expert to create a tutorial series that covers the basics for those with beginner level knowledge. Each module should be no more than 15 minutes in length. While the tutorial should generally cover a range of machine learning concepts, I'm not specifically asking for any algorithm or concept to be emphasized in particular. If you feel there is something specific that could benefit beginners, please include it to your demonstration.
Each module 10 minutes (total 60mins, 6 module tutorial ) 720p and less than 4.0 GB. with video subtitle and instruction step of doing. cite resources also ( 2-3 links) , basic examples clarity is enough , no need to be complex
Lecture 1: Introduction to Machine Learning
Content: Overview of machine learning and key concepts like models, training data, supervised vs unsupervised learning. Explain real-world applications and tools like Python and Scikit-Learn.
Lecture 2: Regression Algorithms
Content: Implement linear regression and polynomial regression in Python. Explain regression evaluation metrics like RMSE. Tuning model parameters. Non-linear regression techniques.
Lecture 3: Classification Algorithms
Content: Implement logistic regression, decision trees, KNN for classification tasks. Evaluate using accuracy, precision, recall. Improve performance with techniques like regularization and ensembling.
Lecture 4: Clustering Algorithms
Content: Apply K-means and hierarchical clustering to find patterns in data. Evaluate cluster quality. Use principal component analysis for dimensionality reduction.
Lecture 5: Model Evaluation and Improvement
Content: Best practices for evaluating model performance using validation data. Improving models via parameter tuning, regularization, feature engineering. Overcoming common issues like overfitting.
Lecture 6: Applying Machine Learning to Real Data
Content: Guided projects analyzing real-world datasets end-to-end including data exploration, processing, modeling, and evaluating insights.
budget is $185 usd
ID Proiect: #37216216
Detalii despre proiect
30 freelanceri plasează o ofertă medie de 159$ pentru proiect
Hello Than! I hope you're well. I'm a senior Python developer with specializing in python app and web development. I've delivered more than 100 projects over time with 5* rating. Here are some of my skills necessary f Mai multe
I hope this message finds you well. I am writing to express my interest in your project for creating a comprehensive tutorial series on machine learning for beginners. As an experienced machine learning expert, I am co Mai multe
Hello there! My name is Adnan Gohar and I'm an experienced machine learning expert with a track record of success. I have the necessary skills and experience to help you create a tutorial series that covers the basics Mai multe
We propose the creation of a comprehensive machine learning video tutorial comprising six modules. Our expert team will deliver in-depth, structured content with practical demonstrations to facilitate a deeper understa Mai multe
Hi there, I am thrilled to express my interest in your machine learning video demonstration tutorial (6 modules) project. Leveraging a rich background spanning 4-5 years in Machine Learning (ML), Software Development Mai multe
As a skilled and professional ML technical writer, I bid on your module project because I have the expertise to deliver superior quality work. I guarantee you constant updates in the project as a way of ensuring the pr Mai multe
Hello sir, This is my necessary bid.I can create videos on machine learning topics for beginners.I have prior experience in teaching python, machine learning. Let's connect.
I'm an experienced machine learning expert with a passion for teaching. Each module will be concise and beginner-friendly. Lecture 1: I'll provide a clear overview of machine learning, covering fundamental concepts s Mai multe
Hello there , i am a ML enginner and i can handle this project as required and creating the tuto videos for your 6 axes. Please contact me for more details. Best e
Dear Client, I am excited to submit my proposal for the creation of a comprehensive machine learning tutorial series designed for beginners. As an experienced machine learning expert, I am enthusiastic about the oppor Mai multe
Hello, I am a researcher and trainer in machine learning and computer vision having PhD in Computer Science with 25+ years of experience. I have worked as Professor in Computer Science earlier and taught and mentored Mai multe
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With both a bachelor's and master's degree in statistics, I bring over five years of extensive expertise to the fields of statistics, research writing, and data analysis. Proficient in various analytical tools includin Mai multe
Hi I have read your description carefully. ✅ I have rich experiences in Python, Computer Vision, Machine learning, AI, Deep learning, Image processing. ✅ I worked on many similar projects. I can guarantee the qua Mai multe
Hi, I am a second-year's Master AI student in the Netherlands, so I think I have the required knowledge. In addition, I have been a Teaching Assistant during my bachelor's, thereby acquiring skills in order to explain Mai multe
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Hello Than S., It seems like a very fit work for me. I have done exactly the same work 2 months before. I have a plenty of experience on Python, Software Development. Please come over chat and discuss your requirem Mai multe
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