Analysis of NYPD Shooting Incidents with the following Data Science techniques

along with a summary and conclusion.

Animal movement predictions through a random walk simulation. Implementation and assessment of the performance of several of movement schemes in two dimensions

• Biased Random Walks (BRW)
• Correlated Random Walks (CRW)
• Biased Correlated Random Walks (BCRW)

Protein structure prediction through a dynamics simulation through a two dimensional coarse-grained model of a protein which consists of a chain of N amino acids. Each amino acid is represented by a circle connected to amino acids via an harmonic spring potential.

Illustration of swarm intelligence through a flocking example utilizing coherent emergent behavior (flocking) of a swarm, when each agent is

• Attracted to other agents
• Repulsed when too close to other agents
• Performing velocity alignment with other agents

Examination of this behavior in 2D; the swarm will be composed of N agents; each agent will be defined by its position (p) and velocity (v).

Authorship verification analysis of William Shakespeare and Thomas Middleton’s collaboration with the stylometric “rolling classification” method from the package ‘Stylo’ in the R language, utilizing supervised machine-learning classification” along with “sequential analysis” in order to inspect texts’ “stylometric signals.” Results support the hypotheses of Middleton's varying degree of contribution to "Shakespearean" plays.

Test the correlation between honeybee hive population and temperature range experienced throughout the year. Full data science cycle of

• aggregating,
• cleaning,
• transforming, and
• analyzing

the population and weather data with time series and scatter plots. The study suggests that there is a weak correlation between honeybee colony population loss and three-month temperature ranges. Further studies can contribute additional insight on the correlation between temperature and honeybee colony populations.

A comparison of status quo machine learning (ML) with intelligent computing at the edge (IC@E) including

• identification of shortcomings
• characterization of disparity
• analysis of impacting factors

and discussion of enterprise strategies to approach the TinyML sub-industry.

Analysis of how Lean-Agile methodologies can increase value production in Phase-Gate-heavy industries. Leaders evaluated include

• General Dynamics
  
• Australian Institute for Regional Security
• Siemsens
• CIMData

and proposal of adaptation of Phase-Gate with Lean-Agile paradigms to match Digitally Transformed market rhythms.

Capability for developing a digital representation of vehicles in digital versions of their environment.

Capability for comprehensively fighting wildfires with

• AI/ML
• 5G
• Joint All Domain Command and Control (JADC2).
  

Supporting development at Lockheed Martin Co.

A program executable on an exported Mozilla Firefox browser password export to obfuscate authentication credentials. Features include

• domain name extraction
• selected obfuscation of username and password credentials
• versioned output in .csv format.

Applications include further reference and lower-risk digital/physical backup.