Basic Machine Learning - Creating, training and evaluating a model using python in jupyter notebook

Job Description:

Jupyter Notebook Contents

The various sections in the notebook should include code, code comments and appropriate

Markup cells describing your approach chosen.

In detail, sections should include the following:

Introduction and Problem Definition

- Textual description providing an overview over the data

- A discussion on why this problem is a regression problem

- A detailed problem statement question as discussed in Lecture 3.

Data Ingestion

- Code to load the data into a suitable format to be used in the notebook

- A description of the statistical data types for each field in the file [login to view URL]

Data Preparation

You should assume that exploratory data analysis has taken place and the following was


- Missing values are in the ‘temp’ and ‘atemp’ columns.

- The peak usage hours are: 7-9AM and 4-7PM on working days, and 10am-4pm on

non-working days.

- At night (10pm-4am) the bike rentals are low

- If the humidity or wind-speed is high, the number of rentals decreases.

Your data preparation steps should therefore include the following:

- Fill the missing values in the temperature columns automatically with values that

would most closely mirror the actual temperature.

- Create a new field that indicates whether it is a peak time or not

- Create a new field that indicates whether it is night time or not

- Remove all fields containing information about specific dates (‘yr’, ‘mnth’, ‘dteday’),

‘casual’ and ‘registered’ and any other variables that you deem irrelevant.

- A justification (and potential application) of whether you should use data binning or


- Suitable encoding of the data

Data Segregation

- Code and justification for the selection and application of a suitable data split

Model Training

- Selection of two different Regression models and justification why they are suitable.

Only one of those models should be Tree-Based (e.g. Random Forest or Decision


- Application of those models as a baseline on the data


- Utilisation of manual or automatic hyperparameter optimization and justification of

your choices to create “optimized” versions of each regression model

Model Evaluation

- Selection of appropriate regression metrics and a written outline why they are

suitable for this data

- A comparison of the baseline models to the “optimized” versions and an evaluation

of the results


- A conclusion and interpretation of the results and suggestion of potential


Skills: Python, Machine Learning (ML), Artificial Intelligence

About the Client:
( 31 reviews ) Nairobi, Kenya

Project ID: #35462887

26 freelancers are bidding on average $39 for this job


I'm a senior Python & ML developer and owner & founder of Dedeoglu Dev Company. Kindly send me a message to get in touch with me, Thanks, Yusuf

$300 USD in 6 days
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$80 USD in 2 days
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Hi, I have checked your machine learning with Juptyer Notebook order and I am interested in doing it. I assure you to deliver satisfactory work. Please leave a message if you are interested. Thank you

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Hi, I am a machine learning engineer and I have experience in machine learning algorthims using skleaern and other libraries. I am available right now to work. Contact me for more details and to share the files with me More

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****ML Expert****** Hi, I understand your problem statement and can be done. To have a brief about my background, Hi, I am Shubham, a driven and enthusiastic data scientist having a solid engineering background augmen More

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Being a data science graduate, I have theoretical knowledge and practical experience in data analysis and model building using python.

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My name is Prashant Kumar ,MTech Student, and I am a machine learning enthusiast. I am passionate about developing and applying machine learning algorithms to solve problems. I enjoy exploring how machine learning can More

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Hi there, I am a data science even have some good knowledge in data analyst and I hade done a lot of similar projects you can see in my portfolio I can use jupyter notebook in python and I am very good in SQL too, usi More

$10 USD in 3 days
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$10 USD in 3 days
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$25 USD in 1 day
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Base on my experience and education i am a good fit for this role time and other thing we can discussed

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❤❤ ML/AI/DL EXPERT ❤❤ Hello I have just read carefully and interested in your proposal. I have full of experience about python, ML, DL and etc. I can do it perfectly in a short time. ✔✔ i agree with your deadline.✔✔ Pl More

$30 USD in 1 day
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Hey I read the project description and I understand that you want to have a machine learning model built for a data set related to bike rental. In addition, I understand that there is some data manipulation, and analy More

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I have studied computer science, and it would be my first project in freelancer website, but I already have many brilliant successful projects.

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I have much experience building machine learning models And skills in data analysis. I can create and send you my notebook for $11. And for $15 I'd be open to make any much needed adjustments based on ur observations

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I've done a similar project lately so it should be fast to complete the task. I will also provide explanations (both written and within the code) to understand the structure :)

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