神经网络--卷积与循环神经网络
〖摘要〗
〖原文〗 Standford cs228 notes
〖参考〗CMU 10-708 Slides / CMU 10-708 Lecture Notes / Jordan TextBook, Ch.2(section 2.2 - end) / Koller’s Textbook,Ch.4 / A. Fischer and C. Igel, An Introducton to Restricted Boltzmann Machines / B. A. Cipra, An Introduction to the Ising Model
神经网络--变分自编码器与 GAN
〖摘要〗
〖原文〗 Standford cs228 notes
〖参考〗CMU 10-708 Slides / CMU 10-708 Lecture Notes / Jordan TextBook, Ch.2(section 2.2 - end) / Koller’s Textbook,Ch.4 / A. Fischer and C. Igel, An Introducton to Restricted Boltzmann Machines / B. A. Cipra, An Introduction to the Ising Model
神经网络与概率图模型
〖摘要〗
〖原文〗 Standford cs228 notes
〖参考〗CMU 10-708 Slides / CMU 10-708 Lecture Notes / Jordan TextBook, Ch.2(section 2.2 - end) / Koller’s Textbook,Ch.4 / A. Fischer and C. Igel, An Introducton to Restricted Boltzmann Machines / B. A. Cipra, An Introduction to the Ising Model
近似推断--HMC 方法
〖摘要〗
〖原文〗 Standford cs228 notes
〖参考〗CMU 10-708 Slides / CMU 10-708 Lecture Notes / Jordan TextBook, Ch.2(section 2.2 - end) / Koller’s Textbook,Ch.4 / A. Fischer and C. Igel, An Introducton to Restricted Boltzmann Machines / B. A. Cipra, An Introduction to the Ising Model
近似推断--MCMC 方法
〖摘要〗
〖原文〗 Standford cs228 notes
〖参考〗CMU 10-708 Slides / CMU 10-708 Lecture Notes / Jordan TextBook, Ch.2(section 2.2 - end) / Koller’s Textbook,Ch.4 / A. Fischer and C. Igel, An Introducton to Restricted Boltzmann Machines / B. A. Cipra, An Introduction to the Ising Model
近似推断--蒙特卡罗方法
〖摘要〗
〖原文〗 Standford cs228 notes
〖参考〗CMU 10-708 Slides / CMU 10-708 Lecture Notes / Jordan TextBook, Ch.2(section 2.2 - end) / Koller’s Textbook,Ch.4 / A. Fischer and C. Igel, An Introducton to Restricted Boltzmann Machines / B. A. Cipra, An Introduction to the Ising Model
近似推断--平均场近似
〖摘要〗
〖原文〗 Standford cs228 notes
〖参考〗CMU 10-708 Slides / CMU 10-708 Lecture Notes / Jordan TextBook, Ch.2(section 2.2 - end) / Koller’s Textbook,Ch.4 / A. Fischer and C. Igel, An Introducton to Restricted Boltzmann Machines / B. A. Cipra, An Introduction to the Ising Model
近似推断--平均场近似
〖摘要〗
〖原文〗 Standford cs228 notes
〖参考〗CMU 10-708 Slides / CMU 10-708 Lecture Notes / Jordan TextBook, Ch.2(section 2.2 - end) / Koller’s Textbook,Ch.4 / A. Fischer and C. Igel, An Introducton to Restricted Boltzmann Machines / B. A. Cipra, An Introduction to the Ising Model
近似推断--变分推断与信念传播
〖摘要〗
〖原文〗 Standford cs228 notes
〖参考〗CMU 10-708 Slides / CMU 10-708 Lecture Notes / Jordan TextBook, Ch.2(section 2.2 - end) / Koller’s Textbook,Ch.4 / A. Fischer and C. Igel, An Introducton to Restricted Boltzmann Machines / B. A. Cipra, An Introduction to the Ising Model
🔟 常用模型--因子分析与状态空间模型
〖摘要〗
〖原文〗 Standford cs228 notes
〖参考〗CMU 10-708 Slides / CMU 10-708 Lecture Notes / Jordan TextBook, Ch.2(section 2.2 - end) / Koller’s Textbook,Ch.4 / A. Fischer and C. Igel, An Introducton to Restricted Boltzmann Machines / B. A. Cipra, An Introduction to the Ising Model