Mind Mapping Kelompok N by Athoillah Sholahuddin https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y Dibuat dengan ♥ en-us 2022-03-07 03:00:18 UTC 2022-03-10 04:57:50 UTC hello@padlet.com Dataset UMKM (System Workflow) athoilahsolah https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080663070 Scope Task
1. Business Understanding &  Analytics Understanding : All Staff
2. Data Preprocessing : Athoillah Sholahuddin,  Elsa Mardiyah
3. Modelling & Implementation Model : Faiq Azmi, Jumina Cahyani, Ragil Prasetyo 
4. Interpretation Result & Evaluation : All Staff]]> 2022-03-07 03:00:55 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080663070 Scenario athoilahsolah https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080675517 2022-03-07 03:08:23 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080675517 Report athoilahsolah https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080675881 2022-03-07 03:08:36 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080675881 Data Preprocessing juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080676138 2022-03-07 03:08:45 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080676138 Decisions athoilahsolah https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080676259 2022-03-07 03:08:50 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080676259 Bussiness Understanding athoilahsolah https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080683789 2022-03-07 03:13:40 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080683789 Data Cleaning juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080686355 2022-03-07 03:15:28 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080686355 Analytic Understanding athoilahsolah https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080687963 2022-03-07 03:16:33 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080687963 Identify Essential Pattern athoilahsolah https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080691253 2022-03-07 03:18:40 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080691253 Statistical Technique athoilahsolah https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080692323 2022-03-07 03:19:23 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080692323 Uniformity Data faiqazmi123 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080693962 2022-03-07 03:20:29 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080693962 Exploratory Data Analysis (EDA) juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080694957 2022-03-07 03:21:02 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080694957 Machine Learning Techniques athoilahsolah https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080695425 2022-03-07 03:21:17 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080695425 Feature Engineering juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080696245 2022-03-07 03:21:50 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080696245 Data Splitting juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080696769 2022-03-07 03:22:12 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080696769 Interpretation juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080700954 2022-03-07 03:24:53 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080700954 Consistent Data faiqazmi123 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080701529 2022-03-07 03:25:15 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080701529 Modelling juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080701914 2022-03-07 03:25:30 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080701914 Feedback ragilprasetyo310 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080702536 2022-03-07 03:25:54 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080702536 Irrelevant Data juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080708154 2022-03-07 03:29:28 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080708154 Duplicate Data juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080709513 2022-03-07 03:30:16 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080709513 Convertion Data juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080709720 2022-03-07 03:30:24 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080709720 Data Inspection juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080711260 2022-03-07 03:31:21 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080711260 Data Profiling juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080711698 2022-03-07 03:31:40 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080711698 Data Visualizing juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080712184 2022-03-07 03:31:56 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080712184 Packages Statistical in Python athoilahsolah https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080712866 Numpy, Pandas, Matplotlib, Seaborn ,Statsmodels, Scipy, Scikit-learn]]> 2022-03-07 03:32:23 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080712866 Statistical Summary juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080714072 2022-03-07 03:33:09 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080714072 Feature Extraction juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080715909 2022-03-07 03:34:20 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080715909 Feature Selection juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080716422 2022-03-07 03:34:41 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080716422 Feature Construction juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080717312 2022-03-07 03:35:18 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080717312 Feature Learning juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080717764 2022-03-07 03:35:38 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080717764 Measurement Statictical athoilahsolah https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080718076 Measures of central tendency,  Measure of dispersion and 
Correlation]]> 2022-03-07 03:35:50 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080718076 Holdout Method juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080718362 2022-03-07 03:36:03 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080718362 Insight ragilprasetyo310 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080718935 2022-03-07 03:36:28 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080718935 Policy Decision ragilprasetyo310 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080719400 2022-03-07 03:36:50 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080719400 Data Repair and Modification juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080719661 2022-03-07 03:37:01 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080719661 Standarization Data juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080721085 2022-03-07 03:38:04 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080721085 Fix Missing Data juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080721718 2022-03-07 03:38:31 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080721718 Data Visualization on Statistical Technique athoilahsolah https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080722176 2022-03-07 03:38:51 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080722176 Transformation Data juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080722270 2022-03-07 03:38:56 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080722270 Normalization Data juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080722773 2022-03-07 03:39:19 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080722773 Cross Validation Method juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080723480 2022-03-07 03:39:52 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080723480 Training Set juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080724286 2022-03-07 03:40:26 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080724286 Holdout Set juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080724695 2022-03-07 03:40:45 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080724695 Training Data juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080725496 2022-03-07 03:41:21 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080725496 Testing Data juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080725880 2022-03-07 03:41:40 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080725880 Validation Data juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080726321 2022-03-07 03:41:59 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080726321 Leave One Out Cross Validation juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080727358 2022-03-07 03:42:47 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080727358 Data Transformation athoilahsolah https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080727479 Regresi Linear Method]]> 2022-03-07 03:42:53 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080727479 K-Fold Cross Validation juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080728909 2022-03-07 03:43:53 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080728909 Stratified Cross-Validation juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080729806 2022-03-07 03:44:30 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080729806 Data Manipulation athoilahsolah https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080736567 2022-03-07 03:47:58 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080736567 Data Wrangling athoilahsolah https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080765580 2022-03-07 03:54:21 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080765580 Dataframe or Series athoilahsolah https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080828365 - Indexing, Slicing, dan Transforming
- Handling Missing Values
- Pivot, Melt, Stack & Unstack
- Aggregation & GroupBy
- Time Series




]]> 2022-03-07 04:12:33 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080828365 Descriptive Modelling juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080835829 2022-03-07 04:18:03 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080835829 Mathematical Process juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080836503 2022-03-07 04:18:33 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080836503 Predictive Modelling juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080837589 2022-03-07 04:19:26 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080837589 Data Mining juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080838077 2022-03-07 04:19:52 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080838077 Probability juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080838638 2022-03-07 04:20:19 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080838638 Training Model and Evaluation juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080839337 2022-03-07 04:20:55 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080839337 Training Model juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080839981 2022-03-07 04:21:25 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080839981 Evaluation Model juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080840350 2022-03-07 04:21:44 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080840350 Optimalization Model juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080840921 2022-03-07 04:22:12 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080840921 Implementation of Machine Learning Algorithm juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080912846 2022-03-07 05:11:32 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080912846 Training, Tuning and Evaluation juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080913465 2022-03-07 05:11:57 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080913465 Confusion Matrix juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080916250 2022-03-07 05:13:50 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080916250 Curve ROC and AOC juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080916888 2022-03-07 05:14:15 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080916888 Root Mean Square Error (RMSE) juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080917635 2022-03-07 05:14:45 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080917635 R Square juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080918153 2022-03-07 05:15:05 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080918153 Model Deployment juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080920524 2022-03-07 05:16:27 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080920524 Performance Monitoring juminacahyani16 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080921902 2022-03-07 05:17:19 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080921902 Detailing Task athoilahsolah https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080986739 2022-03-07 06:06:20 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080986739 1. Business & Analytics Understanding athoilahsolah https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080993074 PIC : ALL STAFF
Working Method : Kanban Method

Bussiness Understanding
Prepare : Dataset From Client, Analyst Dataset
Analyst Requirment : Syncrounous conference
Scenario : How to Understanding of problem and Steps for problem solve (Preprocessing problem, Method or Techinque, and Visualization Problem), Design Thinking of Problem, Guide for steps of rules
Report : Result From Scenario
Decisions :  rules for solution

Analytics Understanding
Data Wraling : The process of transforming raw data into a neater format. Prepare data during interactive data analysis and model building.
Statistical Impelementation : Application of statistics
Tools : Python. Library Python Numpy, Pandas, Matplotlib, Seaborn ,Statsmodels, Scipy, Scikit-learn
Data Manipulation : The process of manipulating or changing information to make it more organized and readable.

Machine Learning Technique : Introduce implementation of Machine Learning (Optional : if the request requires a solution method of Machine Learning)












]]> 2022-03-07 06:11:31 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080993074 2. Data Preprocessing athoilahsolah https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080994597 PIC : Athoillah Sholahuddin & Elsa Mardhiyah
Working Method : Student Center Learn and Agile Method

Data Cleansing :  the process of fixing or removing incorrect, corrupted, incorrectly formatted, duplicate, or incomplete data within a dataset. When combining multiple data sources, there are many opportunities for data to be duplicated or mislabeled.
Exploratory Data Analysis (EDA) :  is the process of investigating the dataset to discover patterns, and anomalies (outliers), and form hypotheses based on our understanding of the dataset.
Feature Engineering : Feature engineering is a machine learning technique that leverages data to create new variables that aren’t in the training set. It can produce new features for both supervised and unsupervised learning, with the goal of simplifying and speeding up data transformations while also enhancing model accuracy.
Data Splitting : is a process used to separate a given dataset into at least two subsets called 'training' (or 'calibration') and 'test' (or 'prediction')





]]> 2022-03-07 06:12:50 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080994597 3. Modelling & Implementation Model athoilahsolah https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080995846 PIC : Faiq Azmi, Jumina Cahyani & Ragil Prasetyo
Working Method : Student Center Learn and Agile Method


Descriptive Modelling : is a mathematical process that describes real-world events and the relationships between factors responsible for them
Predictive Modelling :  the process of using known results to create, process, and validate a model that can be used to forecast future outcomes.
Traning Model & Evaluation : are systematic frameworks for investigating and analyzing the effectiveness of training or learning journeys.]]> 2022-03-07 06:13:48 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2080995846 4. Interpretation Result & Evaluation athoilahsolah https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2081001509 PIC : ALL STAFF
Working Method : Kanban Method 


Result and Decision Making to Bussiness Case]]> 2022-03-07 06:18:20 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2081001509 faiqazmi123 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2081069342 1. Data 1-942 kosong/tidak lengkap, yaitu data pada kolom :
    - NOMOR KLBI
    - NAMA PRODUK
    - TAHUN DATA

2. Terdapat beberapa data yang di highlight dengan tulisan merah, seperti planet soccer, kedai narsis, dan lain-lain

3. Terdapat missing value pada Data IKM dari Sentra Industri Kecil Somber 

4. Data pada kolom TENAGA KERJA tidak balance dengan kasus data laki-laki hanya terisi dari tahun 2020 hingga 2021 dan sisanya missing value dan untuk data perempuan lebih dominan terisi datanya

]]> 2022-03-07 07:11:46 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2081069342 Question List faiqazmi123 https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2081101856 2022-03-07 07:32:39 UTC https://padlet.com/athoilahsolah/8y3hm8lqxv1o671y/wish/2081101856