machine learning video demonstration tutorial (6 modules)
$30-250 USD
Paid on delivery
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
Project ID: #37216216
About the project
29 freelancers are bidding on average $163 for this job
Hello, How are you? I have 6+ years experience in Machine Learning (ML) , Software Development More
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 More
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 More
Hi there, I hope you are good. I have read the brief details of your project. I have rich experience doing similar jobs from past few years regarding to these skills Python, Software Development and Machine Learning (M More
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.
Hi. Thanks for your posting. I have just read your proposal and I am sure I can complete the project on time. I am an expert in ML/DL who has many years of experiences. Please contact me to discuss about the project in More
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 More
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
Hello Client ! I am a skilled full stack developer. Having rich experience in Java , Python , C , C++ , C# , Mysql , Sql , Oracle , Object Oriented Programming , Data Structure , Algorithms . More
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 More
I'm excited to hear about your project for machine learning video demonstration tutorial (6 modules) and help you reach your goals! With 7 years of experience in the field of technology, I have the necessary skillset t More
Hi. How are you? Thanks for your post. I am an expert in Deep Learning using python. If you cooperate with me, you will get good results. Please open chat window to contact me. Waiting for you now. Thank you for consid More
