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materials.yml
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- day: W0D0
category: Pre-reqs Refresher
name: Neuro Video Series
tutorials: 12
- day: W0D1
category: Pre-reqs Refresher
name: Python Workshop 1
playlist: https://www.youtube.com/playlist?list=PLkBQOLLbi18M8aIPAL3n2q7D_AbbuPPtM
tutorials: 1
- day: W0D2
category: Pre-reqs Refresher
name: Python Workshop 2
playlist: https://www.youtube.com/playlist?list=PLkBQOLLbi18Oi40BY9HyzVlJFHxhph6Gy
tutorials: 1
- day: W0D3
category: Pre-reqs Refresher
name: Linear Algebra
playlist: https://www.youtube.com/playlist?list=PLkBQOLLbi18Oz3lb0fo06k0cAWk54rsoE
tutorials: 3
- day: W0D4
category: Pre-reqs Refresher
name: Calculus
playlist: https://www.youtube.com/playlist?list=PLkBQOLLbi18NTiaHYRylxN0gSm1PlQ15N
tutorials: 3
- day: W0D5
category: Pre-reqs Refresher
name: Statistics
playlist: https://www.youtube.com/playlist?list=PLkBQOLLbi18MDDH09-kvRoU8XANuCJvGg
tutorials: 2
- day: W1D1
category: Intro to Modeling
intro: https://www.youtube.com/watch?v=KxldhMR5PxA
intro_bilibili: https://www.bilibili.com/video/BV1HT4y1E7U4/
name: Model Types
outro: https://www.youtube.com/watch?v=KZQXfQL1SH4
outro_bilibili: https://www.bilibili.com/video/BV1vv411i7SG/
playlist: https://www.youtube.com/playlist?list=PLkBQOLLbi18ObAiSOZ42YBwOQIKNvspeI
qa:
- https://www.youtube.com/watch?v=FwsKmunwzUA
- https://www.youtube.com/watch?v=h63bKG0-h_w
- https://www.youtube.com/watch?v=8h0X9lxY8Bs
slides:
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/rbx2a/?direct%26mode=render%26action=download%26mode=render
title: Intro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/6dxwe/?direct%26mode=render%26action=download%26mode=render
title: Tutorials
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/9hkg2/?direct%26mode=render%26action=download%26mode=render
title: Outro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/2esh5/?direct%26mode=render%26action=download%26mode=render
title: Reading
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/5vj73/?direct%26mode=render%26action=download%26mode=render
title: TA
tutorials: 4
- day: W1D2
category: Intro to Modeling
intro: https://www.youtube.com/watch?v=65HhPd0kG2k
intro_bilibili: https://www.bilibili.com/video/BV1Jk4y1B7cz/
name: Modeling Practice
outro: https://www.youtube.com/watch?v=JSTjK6PrOgY
outro_bilibili: https://www.bilibili.com/video/BV1mT4y177qN
playlist: https://www.youtube.com/playlist?list=PLkBQOLLbi18PxZse6mPHnxviOnp5bMs-g
qa:
- https://www.youtube.com/watch?v=j8xsEOg8F_Q
- https://www.youtube.com/watch?v=VAM-suHZPSM
- https://www.youtube.com/watch?v=ha72Q_0e3mA
slides:
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/kmwus/?direct%26mode=render%26action=download%26mode=render
title: Intro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/kygfn/?direct%26mode=render%26action=download%26mode=render
title: Tutorials
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/agrp6/?direct%26mode=render%26action=download%26mode=render
title: Outro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/2esh5/?direct%26mode=render%26action=download%26mode=render
title: Reading
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/v5emn/?direct%26mode=render%26action=download%26mode=render
title: TA
tutorials: 1
- day: W1D3
category: Machine Learning
intro: https://www.youtube.com/watch?v=yTQNqYCvoZ0
intro_bilibili: https://www.bilibili.com/video/BV1Wf4y1R75n
name: Model Fitting
outro: https://www.youtube.com/watch?v=cUAUL3efqpY
outro_bilibili: https://www.bilibili.com/video/BV1vK4y1s7CR
playlist: https://www.youtube.com/playlist?list=PLkBQOLLbi18MqTMnc_mMiuawnczEa8xm9
qa:
- https://www.youtube.com/watch?v=lYLa6zgqByw
- https://www.youtube.com/watch?v=LtR2rWiF7Mk
- https://www.youtube.com/watch?v=JhRqg3BAXlI
slides:
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/sqcvz/?direct%26mode=render%26action=download%26mode=render
title: Intro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/2mkq4/?direct%26mode=render%26action=download%26mode=render
title: Tutorials
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/xq4av/?direct%26mode=render%26action=download%26mode=render
title: Outro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/bea9f/?direct%26mode=render%26action=download%26mode=render
title: Reading
tutorials: 6
- day: W1D4
category: Machine Learning
intro: https://www.youtube.com/watch?v=m1w7oywzwpA
intro_bilibili: https://www.bilibili.com/video/BV1BK411H7ie/
name: Generalized Linear Models
outro: https://www.youtube.com/watch?v=NXVG9ORBYXQ
outro_bilibili: https://www.bilibili.com/video/BV1d5411Y7mN
playlist: https://www.youtube.com/playlist?list=PLkBQOLLbi18NQvqJOvyUxeaOwuEICnWB6
qa:
- https://www.youtube.com/watch?v=98FRcmPQduQ
- https://www.youtube.com/watch?v=DJODr--8bQs
- https://www.youtube.com/watch?v=MDHr8TuUS3Y
slides:
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/qxfz9/?direct%26mode=render%26action=download%26mode=render
title: Intro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/upyjz/?direct%26mode=render%26action=download%26mode=render
title: Tutorials
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/pzw7s/?direct%26mode=render%26action=download%26mode=render
title: Outro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/8sqhc/?direct%26mode=render%26action=download%26mode=render
title: Reading
tutorials: 2
- day: W1D5
category: Machine Learning
intro: https://www.youtube.com/watch?v=zeBFyRaoVnQ
intro_bilibili: https://www.bilibili.com/video/BV1Cf4y117b6/
name: Dimensionality Reduction
outro: https://www.youtube.com/watch?v=Vaut2BJlv10
outro_bilibili: https://www.bilibili.com/video/BV1pi4y1V7tK/
playlist: https://www.youtube.com/playlist?list=PLkBQOLLbi18N0E0Bx-ZueacF2oRr5eEpU
qa:
- https://www.youtube.com/watch?v=WsKeH6UmZLg
- https://www.youtube.com/watch?v=VVStblNtonM
- https://www.youtube.com/watch?v=uuqMHuM7bsE
slides:
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/khbwu/?direct%26mode=render%26action=download%26mode=render
title: Intro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/kaq2x/?direct%26mode=render%26action=download%26mode=render
title: Tutorials
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/763p2/?direct%26mode=render%26action=download%26mode=render
title: Outro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/sjqg5/?direct%26mode=render%26action=download%26mode=render
title: Reading
tutorials: 4
- day: W2D1
category: Machine Learning
intro: https://www.youtube.com/watch?v=IZvcy0Myb3M
intro_bilibili: https://www.bilibili.com/video/BV1sk4y1B7Ej
name: Deep Learning
outro: https://www.youtube.com/watch?v=pzA1GpxodnM
outro_2: https://www.youtube.com/watch?v=nWlgIclpyt4
outro_bilibili: https://www.bilibili.com/video/BV1M54y1B7hs
outro_bilibili_2: https://www.bilibili.com/video/BV1GT4y1j7aQ
playlist: https://www.youtube.com/playlist?list=PLkBQOLLbi18PZ2uw0p7G4EkzjzqP8l0Eg
qa:
- https://www.youtube.com/watch?v=c7DftQoCcf8
- https://www.youtube.com/watch?v=eXhPvvAXVmc
- https://www.youtube.com/watch?v=lYl59QduHJQ
slides:
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/jw829/?direct%26mode=render%26action=download%26mode=render
title: Intro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/fsqhr/?direct%26mode=render%26action=download%26mode=render
title: Tutorials
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/z5g93/?direct%26mode=render%26action=download%26mode=render
title: Outro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/w6dfq/?direct%26mode=render%26action=download%26mode=render
title: Reading
tutorials: 4
- day: Bonus
category: Machine Learning
name: Autoencoders
tutorials: 3
- day: W2D2
category: Dynamical Systems
intro: https://www.youtube.com/watch?v=8NsLc0KoeYg
intro_bilibili: https://www.bilibili.com/video/BV1Ra4y1h71r
name: Linear Systems
outro: https://www.youtube.com/watch?v=r8Jj81r7vK8
outro_bilibili: https://www.bilibili.com/video/BV1hz4y1D7us/
playlist: https://www.youtube.com/playlist?list=PLkBQOLLbi18NamPEHJnnljSC-4hWGvsJK
qa:
- https://www.youtube.com/watch?v=SEMG1iZE7pQ
- https://www.youtube.com/watch?v=yjHwJHSCWwo
- https://www.youtube.com/watch?v=-sAt57eBE8k
slides:
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/vx5ny/?direct%26mode=render%26action=download%26mode=render
title: Intro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/snv4m/?direct%26mode=render%26action=download%26mode=render
title: Tutorials
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/dx6je/?direct%26mode=render%26action=download%26mode=render
title: Outro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/dcrnj/?direct%26mode=render%26action=download%26mode=render
title: Reading
tutorials: 4
- day: W2D3
category: Dynamical Systems
intro: https://www.youtube.com/watch?v=MAOOPv3whZ0
intro_bilibili: https://www.bilibili.com/video/BV18A411v7Yy/
name: Biological Neuron Models
outro: https://www.youtube.com/watch?v=pMxb9vA-_4U
outro_bilibili: https://www.bilibili.com/video/BV1uK411J7pF/
playlist: https://www.youtube.com/playlist?list=PLkBQOLLbi18MCEdPJQ7gdnqP-Z0Tkmcjy
qa:
- https://www.youtube.com/watch?v=KYwer_JekG8
- https://www.youtube.com/watch?v=Qxmylyyxyww
- https://www.youtube.com/watch?v=fJQXi-kGqQk
slides:
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/gyfr2/?direct%26mode=render%26action=download%26mode=render
title: Intro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/8djsm/?direct%26mode=render%26action=download%26mode=render
title: Tutorials
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/agpmt/?direct%26mode=render%26action=download%26mode=render
title: Outro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/cd5u8/?direct%26mode=render%26action=download%26mode=render
title: Reading
tutorials: 4
- day: W2D4
category: Dynamical Systems
intro: https://www.youtube.com/watch?v=pheMShOHoIk
intro_bilibili: https://www.bilibili.com/video/BV1Uz4y1D7Zs/
name: Dynamic Networks
outro: https://www.youtube.com/watch?v=hXlnBMHC65w
outro_bilibili: https://www.bilibili.com/video/BV1PV411z7eP/
playlist: https://www.youtube.com/playlist?list=PLkBQOLLbi18PrZb52EVhNgrfPjLF0OPEJ
qa:
- https://www.youtube.com/watch?v=S4H2SflQye8
- https://www.youtube.com/watch?v=wKD1XMfpkJ8
- https://www.youtube.com/watch?v=To2sElRgiCE
slides:
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/mdve5/?direct%26mode=render%26action=download%26mode=render
title: Intro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/nvuty/?direct%26mode=render%26action=download%26mode=render
title: Tutorials
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/6qtxn/?direct%26mode=render%26action=download%26mode=render
title: Outro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/zq94w/?direct%26mode=render%26action=download%26mode=render
title: Reading
tutorials: 3
- day: W3D1
category: Stochastic Processes
intro: https://www.youtube.com/watch?v=w2GH1-Iqods
intro_bilibili: ""
name: Bayesian Decisions
outro: https://www.youtube.com/watch?v=eOEyDjhlHwA
outro_bilibili: ""
playlist: https://www.youtube.com/playlist?list=PLkBQOLLbi18PTkIw6eezzVM0UmrBzwMok
qa:
- https://www.youtube.com/watch?v=CVXe6fJ9xdI
- https://www.youtube.com/watch?v=b8G2cfMrHjY
- https://www.youtube.com/watch?v=Un9yDx5vzIs
slides:
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/xam4w/?direct%26mode=render%26action=download%26mode=render
title: Intro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/sqnd5/?direct%26mode=render%26action=download%26mode=render
title: Tutorials
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/cvbu7/?direct%26mode=render%26action=download%26mode=render
title: Outro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/3sqpy/?direct%26mode=render%26action=download%26mode=render
title: Reading
tutorials: 3
- day: W3D2
category: Stochastic Processes
intro: https://www.youtube.com/watch?v=bJIAWgycuVU
intro_bilibili: https://www.bilibili.com/video/BV1bt4y1X7UX
name: Hidden Dynamics
outro: https://www.youtube.com/watch?v=5yKREz2kchE
outro_bilibili: https://www.bilibili.com/video/BV1Qk4y127kB/
playlist: https://www.youtube.com/playlist?list=PLkBQOLLbi18NaQb7HyKp-O3Ag5JJ9MmXi
qa:
- https://www.youtube.com/watch?v=6AB5XI6kVa8
- https://www.youtube.com/watch?v=uMe-0yOLrUc
- https://www.youtube.com/watch?v=G-zvNYV6jr8
slides:
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/8u92f/?direct%26mode=render%26action=download%26mode=render
title: Intro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/rh23s/?direct%26mode=render%26action=download%26mode=render
title: Tutorials
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/nqcy3/?direct%26mode=render%26action=download%26mode=render
title: Outro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/4wpkf/?direct%26mode=render%26action=download%26mode=render
title: Reading
tutorials: 5
- day: W3D3
category: Stochastic Processes
intro: https://www.youtube.com/watch?v=bIMf8pWu0xU
intro_bilibili: https://www.bilibili.com/video/BV1T54y1B7GJ/
name: Optimal Control
outro: https://www.youtube.com/watch?v=DZpWn0RFKU0
outro_bilibili: https://www.bilibili.com/video/BV12h411o7wE/
playlist: https://www.youtube.com/playlist?list=PLkBQOLLbi18NSMbvuDS2WaXLWctg3QArY
qa:
- https://www.youtube.com/watch?v=y9__bg25Svk
- https://www.youtube.com/watch?v=hQDCUZ2OpTw
- https://www.youtube.com/watch?v=XMQCz04Ijtg
slides:
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/2uc6v/?direct%26mode=render%26action=download%26mode=render
title: Intro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/8j5rs/?direct%26mode=render%26action=download%26mode=render
title: Tutorials
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/bs3ge/?direct%26mode=render%26action=download%26mode=render
title: Outro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/qrs39/?direct%26mode=render%26action=download%26mode=render
title: Reading
tutorials: 2
- day: W3D4
category: Stochastic Processes
intro: https://www.youtube.com/watch?v=fz5T2QhUjbY
intro_bilibili: https://www.bilibili.com/video/BV1MC4y1b7hq/
name: Reinforcement Learning
outro: https://www.youtube.com/watch?v=abEarxx6Kgc
outro_bilibili: https://www.bilibili.com/video/BV1QV411B7Ma/
playlist: https://www.youtube.com/playlist?list=PLkBQOLLbi18P7mSCMDbLiTMdo_7eRvdjl
qa:
- https://www.youtube.com/watch?v=LOCtDXRZDWU
- https://www.youtube.com/watch?v=sfOjOEkkayU
- https://www.youtube.com/watch?v=qRULbqGcsek
slides:
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/cpxqn/?direct%26mode=render%26action=download%26mode=render
title: Intro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/2jzdu/?direct%26mode=render%26action=download%26mode=render
title: Tutorials
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/pmw8z/?direct%26mode=render%26action=download%26mode=render
title: Outro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/fvjwe/?direct%26mode=render%26action=download%26mode=render
title: Reading
tutorials: 4
- day: W3D5
category: Stochastic Processes
intro: https://www.youtube.com/watch?v=GjZfhXfn42w
intro_bilibili: https://www.bilibili.com/video/BV1U5411a7vy/
name: Network Causality
outro: https://www.youtube.com/watch?v=P2pfapZ5no0
outro_bilibili: https://www.bilibili.com/video/BV1cz4y1Q7LL
playlist: https://www.youtube.com/playlist?list=PLkBQOLLbi18P46LiVj6hCd4w1SLpVJo63
qa:
- https://www.youtube.com/watch?v=GMFO3mV6RQQ
- https://www.youtube.com/watch?v=QNk_ZDWZDyY
- https://www.youtube.com/watch?v=itfoYytAB_s
slides:
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/fsxkt/?direct%26mode=render%26action=download%26mode=render
title: Intro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/gp4m9/?direct%26mode=render%26action=download%26mode=render
title: Tutorials
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/acxqf/?direct%26mode=render%26action=download%26mode=render
title: Outro
- link: https://mfr.ca-1.osf.io/render?url=https://osf.io/5kbrs/?direct%26mode=render%26action=download%26mode=render
title: Reading
tutorials: 4