You will get a time series forecasting model
Project details
The project consists of replicating the time series forecasting approach of the scientific article "Genetic Algorithm Based Optimized Feature Engineering and Hybrid Machine Learning for Effective Energy Consumption Prediction". This paper uses historical energy consumption data for training a model based on three different algorithms. The Hourly Energy Consumption dataset (from Kaggle.com) is used for this purpose.
What's included
| Service Tiers |
Starter
$30
|
Standard
$50
|
Advanced
$80
|
|---|---|---|---|
| Delivery Time | 15 days | 10 days | 5 days |
Number of Revisions | 0 | 1 | 2 |
Number of Model Variations | 1 | 2 | 3 |
Number of Scenarios | 1 | 2 | 3 |
Number of Graphs/Charts | 3 | 5 | 7 |
Model Validation/Testing | - | - | |
Model Documentation | - | ||
Data Source Connectivity | - | - | |
Source Code |
About Fernando
Master in Sciences of Engineering
Cuenca, Ecuador - 2:09 am local time
andfer.pythonanywhere.com/projects/
I have experience on fields such as:
- Exploratory data analysis
- Getting and cleaning data
- Unmanned Aerial Vehicles
- Design of Control Systems type MPC, RST, PID
- Clustering (k-means, dbscan, hierarchical, spectral clustering)
- Bioinspired optimization (PSO, ACO, ABC, dragonfly)
- Neural Networks and Fuzzy Logic
- Design of embedded systems using microcontrollers PIC (Assembler, MikroC, XC8), Arduino and Raspberry PI
- Wireless comunications using RFID, RF (NFR24L01), LoRa, Bluethooth, wi-fi (ESP8266) into some topologys like P2P, Mesh and AdHoc
- Develop programs or scrips with Matlab, Python, R, Java, and Bash
- Linux servers configuration: DHCP, DNS, VoD, VoIP (Asterisk)
I did some projects such as:
- Bioinspired Search and location of Air Pollutant Sources using 2 drones (Python, R, Arduino, Raspberry pi)
- Automatic vehicular number plate recognition (Matlab)
- Pedometer to detect unusual movement in animals (Python, PIC, Arduino, ESP8266)
- Design a PCB for a battery charge controller (Altium, PIC)
- Space Invaders game (java)
Steps for completing your project
After purchasing the project, send requirements so Fernando can start the project.
Delivery time starts when Fernando receives requirements from you.
Fernando works on your project following the steps below.
Revisions may occur after the delivery date.
Exploratory data analysis
Feature engineering