CONTENUTI

PROGRAMMA x Analisti

• Modelli per il machine learning
• Selezione di un modello
• Il processo alla base del funzionamento
• Possibilità con il machine learning: previsioni, ottenimento dei dati e modellazione dei dati
• Modelli aziendali
• Introduzione a Apache Spark
• Utilizzo Spark Shell

 

• Ottenere i dati
• Esplorare i dati
• Modellare i dati
• Comunicare and visualizzare i risultati
• SQL Spark
• Panoramica Spark SQL e SQL Context
• Creazione DataFrames
• Trasformazione e Interrogazione DataFrames
• Salvataggio DataFrames

 

• Classificazione (Esempi Spark)
• Regressione (Esempi Spark)
• Clustering (Esempi Spark)

 

PROGRAMMA x Professionisti IT

Introduction

• Competitive bidding in the construction industry
• Varying procurement strategy
• Competition in the construction industry
• The bid/no bid decision making process
• Definition
• Importance of bid/ no bid decision
• Decision making difficulty
• The bid/ no bid decision making processes used in industry
• Factors affect the bid/ no bid decision making
• Need for Work
• Strength of Firm
• Project Conditions Contributing to Profitability
• Risk of the Project
• Competition
• Strategic Considerations

 

Research methodology

• Research design
• Research methodologies utilized in the literature
• Research methodologies
• Research methods
• Chosen research design
• Data collection
• Chosen data collection
• Sampling
• Data collection procedure
• Data analysis procedure
• Reliability and validity
• Reliability
• Validity
• Ethics considerations
• Chapter summary

 

Data collection

• Introduction
• Data collection process
• Data management and analysis
• Quantitative data
• Qualitative data

 

Discussion

• Comparison limitations
• Definition of small to medium sized contractors
• Research methodology
• Important factors for small sized contractors
• Strength of firm
• Need for work
• Client and consultant of the project
• Job uncertainty
• Project considering long term gains and losses
• Client (considering long-term gain/ losses
• Important factors for medium size contractors
• Strength of firm
• Project conditions contributing to profitability of the project
• Risk creating job and contract conditions
• Project (considering long-term gains and losses)
• Foreseeable future market conditions & firm‟s financial situation
• Client and consultant of the project
• Need for work
• Other differences to literatures