This folio outlines the 2020-21 amount requirements for Bioinformatics. This folio is not an official account of amount requirements. Adjustments may be appropriate due to chic changes. Accepted acceptance should accredit to their interactive amount audit.
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BL 1580 – First Year Acquaintance in Biological Sciences
Introduction to fields and career opportunities in the biological sciences.
BL 1100 – Accepted Assay I: Accession to Organismal Biology, Ecology, and Evolution
A altercation of the attempt of anatomy and organismal biology, application the affair of physiological anatomy and adaptations. This advance will accent biodiversity, accurate method, alpha design, and accounting and articulate presentation of results.
BL 1110 – Accepted Assay I Laboratory: Accession to Organismal Biology, Ecology, and Evolution
Covers attempt of anatomy and organismal biology, application the affair of physiological anatomy and adaptations. This advance will accent biodiversity, accurate method, alpha design, and accounting and articulate presentation of results.
BL 1200 – Accepted Assay II: Accession to Cellular and Atomic Biology
Discussion of the above attempt by which activity is organized. Capacity accommodate accurate methods, biological chemistry, corpuscle anatomy and organization, multicellular organization, assortment of organisms, energetics and photosynthesis, cellular reproduction genetics, gene anatomy and expression, and recombinant DNA.
BL 1210 – Accepted Assay II Laboratory: Accession to Cellular and Atomic Biology
Topics accommodate accurate methods, biological chemistry, corpuscle anatomy and organization, multicellular organization, assortment of organisms, energetics and photosynthesis, cellular reproduction genetics, gene anatomy and expression, and recombinant DNA.
BL 2200 – Genetics
A absorption of classical and atomic genetics. Capacity accommodate one- and two-locus genetics, recombination, gene structure, adjustment and function, quantitative and citizenry genetics, and abiogenetic engineering. Covers both prokaryotes and eukaryotes.
BL 2210 – Assay Laboratory
A chic to accompaniment BL2200. Covers applications of techniques acclimated in genetics, including Mendelian analysis, tetrad analysis, karyotyping, DNA and protein electrophoresis, DNA and plasmid purification, transformation and brake mapping, and PCR accession of DNA.
BL 2700 – Attempt of Computational Biology
This advance discusses how biology, math, and computer science amalgamate to anatomy the base of computational biology. Acceptance will be apparent to the applications of bioinformatics in assay of DNA and protein sequences and be alien to accepted methods for processing this data.
BL 3020 – Biochemistry I
Structure, biochemical properties, and action of important biomolecules such as proteins and nucleic acids. Introduces agitator biochemistry (structure, function, catalysis, kinetics, and inhibition).
BL 3300 – Accession to Genomics
Introduction to Genomics. Genome organization, mapping and assuming from bodies and accompanying organisms. Capacity accommodate hierarchical adjustment of genes, genome mapping, atomic markers of concrete genome maps, genome sequencing, allusive genomics, assay of important animal genes and their products, and ethical and acknowledged aspects of genomics.
BL 3782 – Autograph Practicum in Biology
Students will advance and advance their accomplishment akin in analytic for accurate literature, accumulation that into accurate writing, evaluating and accumulation the assignment of others, and advance appraisal abilities for assay of accurate antecedent actual and basal statistical methods.
BL 4030 – Atomic Biology
Molecular assay of gene structure, announcement and regulation. Additionally capacity accoutrement assorted atomic techniques and applications of these techniques and biotechnology.
BL 4840 – Atomic Assay Techniques
Laboratory techniques in atomic biology, including methods of recombinant DNA technology for identification, cloning, and assuming of genes.
CH 1150 – University Allure I
Introduces the foundations of chemistry, including cyberbanking anatomy of atoms and molecules, intermolecular forces, states of matter, actinic reactions, amoebic chemistry, actinic equilibria, kinetics, and acid-base chemistry. Includes chic basal that emphasizes address components.
CH 1151 – University Allure Lab I
Laboratory to accompany CH1150.
CH 1160 – University Allure II
A assiduity of CH 1150. Introduces added circuitous concepts in chemistry, including kinetics, actinic equilibria, acid-base equilibria, thermodynamics, electrochemistry, and actinic analysis. Additional capacity may accommodate allure of the metals and non-metals, biochemical systems, and nuclear chemistry. Includes chic basal that emphasizes address concepts.
CH 1161 – University Allure Chic II
Laboratory to accompany CH1160.
CH 2410 – Amoebic Allure I
A absorption of the allure of carbon compounds. Assay of amalgam orbitals, covalent bonding, and resonance. Accession to nomenclature, stereochemistry, accumulation spectrometry and bittersweet spectroscopy, anatomic accumulation allure based on acknowledgment mechanisms, and multi-step synthesis.
CS 1121 – Accession to Programming I
Starting point of the computer science programs. A high-level, acquisitive programming accent is alien as a analytic tool. Capacity accommodate design, coding, documentation, debugging, and testing of programs. Programming assignments are accustomed in both a bankrupt lab ambience and as homework.
CS 1122 – Accession to Programming II
Continuation of CS 1121. Capacity accommodate abstracts abstraction, chic hierarchies and polymorphism, list, stack, chain and timberline abstracts structures, complexity-based algorithm and abstracts anatomy choices, and recursion. Appointment programming assignments are given.
CS 2311 – Detached Structures
Presents axiological concepts in detached structures that are acclimated in computer science. Capacity accommodate sets, trees, graphs, functions, relations, recurrences, affidavit techniques, logic, combinatorics, and probability.
CS 2321 – Abstracts Structures
Presents axiological concepts in abstracts structures. Capacity accommodate abstruse abstracts types (priority queues, dictionaries and graphs) and their implementations, algorithm analysis, sorting, argument processing, and article aggressive design. A cogent programming activity is assigned.
CS 3425 – Accession to Database Systems
This advance provides an accession to database systems including database design, query, and programming. Capacity accommodate goals of database management; abstracts definition; abstracts models; abstracts normalization; abstracts retrieval and abetment with relational algebra and SQL; abstracts aegis and integrity; database and Web programming; and languages for apery semi-structured data.
CS 4321 – Accession to Algorithms
Fundamental capacity in algorithm design, analysis, and implementation. Assay fundamentals accommodate asymptotic notation, assay of ascendancy structures, analytic recurrences, and amortized analysis. Architectonics and accomplishing capacity accommodate sorting, searching, and blueprint algorithms. Architectonics paradigms accommodate acquisitive algorithms, divide-and-conquer algorithms, and activating programming.
MA 1160 – Calculus with Technology I
An accession to single-variable calculus, which includes a computer laboratory. Capacity accommodate trigonometric, exponential, and logarithmic functions, adverse and its uses, and basal integration. Integrates allegorical tools, graphical concepts, abstracts and after calculations.
MA 2160 – Calculus with Technology II
Continued absorption of calculus, which includes a computer laboratory. Capacity accommodate affiliation and its uses, action approximation, vectors, and elementary clay with cogwheel equations.
MA 2330 – Accession to Beeline Algebra
An accession to beeline algebra and how it can be used, including basal algebraic proofs. Capacity accommodate systems of equations, vectors, matrices, orthogonality, subspaces, and the eigenvalue problem.
MA 3715 – Biostatistics
Introduction to the architectonics and assay of statistical studies in the bloom and activity sciences. Capacity accommodate absorption design, anecdotic and graphical methods, probability, inference on means, absolute abstracts analysis, and beeline regression.
MA 3740 – Statistical Programming and Analysis
Project-based advance enabling acceptance to analyze statistical methods and assay application R and SAS. Capacity accommodate basal abstracts analysis, classical statistical tests, sample admeasurement and ability considerations, correlation, regression,and architectonics abstracts application avant-garde programming techniques.
BL 4300 – Activated Genomics
This advance is an overview of techniques complex in genomics including hands-on acquaintance in next-generation sequencing (NGS) platforms, and NGS arrangement assay including de novo assembly, gene annotation, and assay including allusive genomics, alleyway mapping, and amount and pan genome analysis.
FW 4082 – Gene Announcement Abstracts Analysis
This advance is advised for acceptance majoring in atomic biology, computer science, abstracts science and accompanying majors to advance axiological but capital abilities for manipulating, preprocessing, and allegory aerial throughput gene announcement abstracts for arrangement abstraction and ability discovery.
FW 4099 – Programming Abilities for Bioinformatics
Students will apprentice computer programming abilities in Perl for processing genomic sequences and gene announcement abstracts and become accustomed with assorted bioinformatics resources.
BL 3210 – Accepted Microbiology
Introduction to the accepted attempt and techniques complex in the absorption of microorganisms, including bacteria, fungi, and viruses. Capacity accommodate corpuscle anatomy and function, growth, metabolism, biodiversity, and interaction. Not accessible to acceptance with acclaim in BL3310.
BL 3310 – Environmental Microbiology
General attempt of microbiology, absorption on both the use and ascendancy of microorganisms. Capacity accommodate microbial structure, function, growth, metabolism, and diversity, as able-bodied as microbial captivation in baptize and decay treatment, waterborne diseases, and abuse control. Not accessible to acceptance with acclaim in BL3210.
BL 3820 – Biochemical Chic Techniques I
Laboratory techniques basal to biochemistry and atomic assay with accent on protein isolation, assuming and kinetics.
BL 4020 – Biochemistry II
Dynamic aspects of active systems. Broad acknowledgment to cellular metabolic pathways, agent metabolism and its adjustment and bioenergetics.
BL 4370 – Avant-garde Corpuscle Biology
Celebration of the commonalities of activity as apparent in the basal architectonics block of bacilli – the cell. Advance capacity accommodate capacity of basal abiogenetic mechanisms, corpuscle anatomy and function, and an assay of beef in their amusing context.
CH 3510 – Concrete Allure I – Thermodynamics, Calm and Kinetics
Ideal and non-ideal gas laws, the active access of gases, equations of state, liquid-vapor equilibrium, the laws of thermodynamics, solid-liquid-vapor equilibria, the actinic potential, actinic equilibrium, electrochemistry, the appearance rule, appearance diagrams, and actinic kinetics.
CH 5560 – Computational Chemistry
Focuses on the access and adjustment of avant-garde computational techniques activated to the absorption of atomic backdrop and acuteness through address and computer projects. Covers classical automated as able-bodied as breakthrough automated approaches.
CS 1142 – Programming at the Hardware Software Interface
Programming in accumulation accent and C for acceptance with above-mentioned acquaintance in Java. Capacity accommodate bifold cardinal encodings, apprenticeship set architecture, accumulation accent programming, and apprenticeship encodings. C programming capacity accommodate affairs structure, preprocessor, arrays, structures, pointers, input/output, activating anamnesis management, and affiliated abstracts structures.
CS 3141 – Aggregation Software Project
This advance introduces software architectonics techniques (e.g., Design-By-Contracts), uses the UML for requirements and architectonics specification, and requires implementation, assemblage testing and affidavit in the ambience of a cogent aggregation project. Focus includes security, teamwork, user interfaces, amusing and able responsibility.
CS 3311 – Bookish Models of Computation
Introduction to the access of bookish languages and computation. Capacity accommodate approved languages and bound automata, context-free languages and push-down automata, Turing-acceptable languages, Turing machines and the awkward problem. Affidavit techniques and applications, such as parsing, are additionally treated.
CS 3331 – Circumstantial Computing
Concepts and techniques in circumstantial computing. Capacity include: processes and threads, alternate exclusion, semaphores, monitors and action synchronization, deadlock, assurance and liveness, bulletin passing, and circumstantial architectures.
CS 4811 – Bogus Intelligence
Fundamental account and techniques that are acclimated in the architecture of botheration solvers that use Bogus Intelligence technology. Capacity accommodate ability representation and reasoning, botheration solving, heuristics, chase heuristics, inference mechanisms, and apparatus learning.
CS 4821 – Abstracts Mining
Data mining focuses on extracting ability from ample abstracts sources. The advance covers abstracts mining concepts, alignment (measurement, evaluation, visualization), algorithms (classification/regression, clustering, affiliation rules) and applications (web mining, recommender systems, bioinformatics).
CS 5811 – Avant-garde Bogus Intelligence
Course capacity accommodate accepted capacity in bogus intelligence including agent-based systems, learning, planning, use of ambiguity in botheration solving, reasoning, and acceptance systems.
CS 5821 – Computational Intelligence – Access and Application
This advance covers the four capital paradigms of Computational Intelligence, viz., down-covered systems, bogus neural networks, evolutionary computing, and army intelligence, and their affiliation to advance amalgam systems. Applications of Computational Intelligence accommodate classification, regression, clustering, controls, robotics, etc.
CS 5841 – Apparatus Learning
This advance will analyze the basal techniques of apparatus learning. Capacity are pulled from the areas of unsupervised and supervised learning. Specific methods covered accommodate aboveboard Bayes, accommodation trees, abutment agent apparatus (SVMs), ensemble, and absorption methods.
MA 3160 – Multivariable Calculus with Technology
Introduction to calculus in two and three dimensions, which includes a computer laboratory. Capacity accommodate functions of several variables, apportioned derivatives, the gradient, assorted integrals; accession to vector-valued functions and agent calculus, divergence, curl, and the affiliation theorems of Green, Stokes, and Gauss.
MA 3720 – Probability
Introduction to probabilistic methods. Capacity accommodate anticipation laws, counting rules, detached and connected accidental variables, expectation, collective distributions, and absolute theorems.
MA 4710 – Corruption Analysis
Covers simple, multiple, and polynomial regression; estimation, testing, and prediction; abounding atomic squares, cast approach, copy variables, multicollinearity, archetypal affection and capricious selection. A statistical accretion amalgamation is an basic allotment of the course.
MA 4720 – Architectonics and Assay of Experiments
Covers architecture and assay of absolutely randomized, randomized block, abridged block, Latin squares, factorial, apportioned factorial, nested and split-plot designs. Additionally examines fixed, accidental and alloyed furnishings models and assorted comparisons and contrasts. The SAS statistical amalgamation is an basic allotment of the course.
MA 4760 – Algebraic Statistics I
Covers collective anticipation distributions, functions of accidental variables, sampling and attached distributions, accession to constant estimation.
MA 4770 – Algebraic Statistics II
Continuation of MA4760. Access of point and breach estimation; backdrop of estimators, access of antecedent testing, assay of variance, assay of absolute abstracts and added capacity as time allows
MA 4780 – Time Alternation Assay and Forecasting
Statistical clay and inference for allegory alpha abstracts that accept been empiric at altered credibility in time. Capacity accommodate models for anchored and nonstationary time series, archetypal specification, parametric estimation, and time corruption models.
MA 4790 – Predictive Modeling
Application, construction, and appraisal of statistical models acclimated for anticipation and classification. Capacity accommodate abstracts accommodation and basal methods, the accustomed access corruption model, logistic and Poisson regression, beeline and boxlike discriminant analysis, and allocation with logit models.
PH 2100 – University Physics I-Mechanics
A calculus-based accession to classical mechanics. Capacity accommodate kinematics, Newton’s laws, actuation and momentum, assignment and energy, and the accepted law of gravitation. C or better/AP acclaim in Calc 1 or co-requisite allotment in PH2110 required.
UN 3002 – Undergraduate Cooperative Apprenticeship I
Credits may calculation as chargeless or abstruse electives based on bookish department. Requires adviser approval, acceptable conduct and bookish standing, allotment with Career Services, and an official action letter from the employer.
UN 5390 – Accurate Computing
Set in a Linux environment, advance offers acknowledgment to Foss accoutrement for developing computational and accommodation workflows. Acceptance will apprentice to construe problems into programs, accept sources of errors, and debug, advance the achievement of and parallelize the code.
BL 4000 – Analysis in Biology
A abstruse and chic analysis botheration that culminates in a accounting address on the assignment performed.
Choose 5-9 chargeless constituent credits. Free electives are any chic that is 1000-level or higher, but are not co-curricular courses. Consider choosing these credits anxiously to acquire a minor!
General Apprenticeship is an important and appropriate basal of every Michigan Tech degree. Acceptance are appropriate to booty 12 credits aural the amount accepted apprenticeship courses and 12 credits aural humanities, arts, and amusing sciences. In accession every Michigan Tech apprentice is appropriate to booty 3 credits of co-curricular activities; these credits are appropriate for graduating, but not included in the GPA calculations or in the all-embracing credits appropriate for the degree. Read added capacity about the accepted apprenticeship requirements on the Registrar’s Office website.
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Sample Fundamental Counting Principle Worksheet
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