Ditutup

Step 1. Conceptual analysis involving ML, RNN, and LSTM (UPDATE: remove RNN and LSTM and see below)

This is a multi-step job involving machine learning (ML) with recurrent neural networks (RNN) and Long Short-Term Memory (LSTM) algorithms. (UPDATE: I've now learned that our data set (30 years of monthly data = only 360 sets of data) is too small for RNN and LSTM, so now the steps below have been updated.)

Step 1 (this step - UPDATED) will be evaluating the problem and conceptualizing how to solve it. The problem is described below. It will not involve writing code but should explain which tool you would use to address the task.

Step 2 will then involve writing and testing the code, and we'll discuss the effort necessary for this step after Step 1 is completed.

For our machine learning task, we will be using economic time-series data. We'll have about 30 years of monthly data, and each period will have about 30 values for things like GDP (gross domestic product), size of the workforce, housing starts, interest rates, etc.

STEP 1 (UPDATED) is to determine which ML algorithms will best allow us to predict future values AND perform "what if" analysis.

For example, we want to input specific values for the interest rate and for government spending (two independent values) for the next 12 months and then rerun the algorithm and see the result on inflation (a key dependent value).

Step 1 would be to evaluate this task and propose how to accomplish it. For example, you might say that all we need to do is use a certain command in python to insert the values. Or, at the other end of the spectrum, you might say that we need to alter the code in an algorithm to insert the new values.

Kemahiran: Machine Learning (ML), Algoritma, Python

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Tentang Majikan:
( 10 ulasan ) Boulder, United States

ID Projek: #31041283

25 pekerja bebas membida secara purata $180 untuk pekerjaan ini

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sajjadtaghvaeifr

Hi, I hope you are doing fine. I have done many image processing and video processing projects in Matlab, Python, JAVA, etc. I already have worked with some well-known models like, YOLO, RCNN, Fast-RCNN, Faster-RCNN a Lagi

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borutflis

Hello, I am a machine learning expert. I would use Keras for your problem as this library has some wonderful neural network to use on Time-Series data. I am excited to do this project. Best Regards, Borut

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danilamakarov01

Dear, sir. I am a software engineer. I just read your requirement, and I am ready for you now. Thank you!

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nrajuu07

I am Nagaraju and I am currently working as a Visiting Researcher at Mirai Research Innovation Institue, Japan. and having 5 + years of experience in Machine Learning, Deep Learning, Computer Vision, and Natural Langua Lagi

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edulov

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ntkhong

⭐⭐⭐⭐⭐ ML Expert ⭐⭐⭐⭐⭐ Dear sir! I am very familiar with ML such as RNN ( including LSTM) using python language. I've checked just your attached project and I am very interested in your project. When do you need the pro Lagi

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theatasolution1

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shabih2468

Greetings, I have read your description and as an expert in ML/AI I am 100% sure can do your project. I have previously worked on Tensorflow/PyTorch/theano/OpenCV/Pandas/Selenium etc. I will be using Visual studio Code Lagi

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haris021

I am an inter-disciplinary researcher with over 5 years of professional research experience. I am working as Research Analyst at Ministry of Climate Change. I have been extensively working on Python for last 5 years no Lagi

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iPingDataLabsLLP

Hi, Greetings for the day! We are a team of passionate Machine Learning Engineers based in Mumbai, India, who have developed and deployed complex AI solutions using Machine Learning and Computer Vision. We have a g Lagi

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alamineee

Hi, Dear Employer, I have read your job post carefully. I have over seven-plus years of experience at the ✔Machine Learning ✔python ✔Matlab ✔C program, ✔C++ program. ✔R program, ✔Algorithm✔java, and others. Please fee Lagi

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flaiti97

Hey, I am a DL / ML professional with 5 years of NLP experience. I can do this task. I have also written papers . Let us talk soon on this. Thanks, Pranay

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tariktaspinar

Hi, I would like to inform that I am very familiar with macroeconomic ML project. Before, I studied on forecasting GDP as dependent variable with many independent variable about macroeconomy. Time series data can be r Lagi

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Sandeep2805

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topacademictutor

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artsiom1liaver

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salehinfaijus360

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